NRC Emotion Lexicon Mohammad, Saif M.; Turney, Peter D

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NRC emotion lexicon Mohammad, Saif M.; Turney, Peter D

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Saif M. Mohammad and Peter D. Turney National Research Council Canada Ottawa, Ontario, Canada, K1A 0R6 {saif.mohammad,peter.turney}@nrc-cnrc.gc.ca November 15, 2013

1 Introduction

Words are associated with emotions. For example, delightful and yummy indicate the emotion of joy, gloomy and cry are indicative of sadness, shout and boiling are indicative of anger, and so on. In this paper, we present a large word–emotion association lexicon we created through a massive online annotation project. A number of theories have been proposed about which emotions are basic (Ekman, 1992; Plutchik, 1962; Parrot, 2001; James, 1884). See Ortony and Turner (1990) for a detailed review of many of these models. Ekman (1992) argues that there are six basic emotions: joy, sadness, anger, fear, disgust, and surprise. Plutchik (1962, 1980, 1994) proposes eight basic emotions. These include Ekman’s six as well as trust and anticipation. Since annotating words with hundreds of emotions is expensive for us and difficult for annotators, we decided to annotate words with Plutchik’s eight basic emotions. We created the word–emotion association lexicon through Amazon’s Mechanical Turk.1 Me- chanical Turk is an online crowdsourcing platform that is especially suited for tasks that can be done over the Internet through a computer or a mobile device. It is already being used to obtain human annotation on various linguistic tasks (Snow et al., 2008; Callison-Burch, 2009). However, one must define the task carefully to obtain annotations of high quality. Several checks must be included to ensure that random and erroneous annotations are discouraged, rejected, and re-annotated. The details of our method are outlined in Mohammad and Turney (2010). We summarize them briefly below. We use Roget’s Thesaurus as the source for terms.2 Since the 1911 US edition of Roget’s is in the public domain, we can distribute our emotion lexicon without the burden of restrictive licenses. We annotated only those words that occurred more than 120,000 times in the Google n-gram corpus.3 Roget’s Thesaurus groups related words into about a thousand categories, which can be thought of as coarse senses or concepts (Yarowsky, 1992). If a word is ambiguous, then it is listed in more than one category. Since a word may have different emotion associations when used in different senses, we obtained annotations at word-sense level by first asking an automatically generated word-choice question pertaining to the target: Q1. Which word is closest in meaning to shark (target)? • car • tree • fish • olive

1Mechanical Turk: http://www.mturk.com/mturk/welcome 2Roget’s Thesaurus: http://www.gutenberg.org/ebooks/10681 3The Google n-gram corpus is available through the Linguistic Data Consortium: https://www.ldc.upenn.edu

1 The near-synonym (fish) is taken from the thesaurus, and the distractors are randomly chosen words. This question guides the annotator to the desired sense of the target word. It is followed by ten questions asking if the target is associated with positive sentiment, negative sentiment, anger, fear, joy, sadness, disgust, surprise, trust, and anticipation. If an annotator answers Q1 incorrectly, then we discard information obtained from the remaining questions. Thus, even though we do not have objectively correct answers to the emotion association questions, many of the dubious annotations are likely to be eliminated. About 10% of the annotations were discarded because of an incorrect response to Q1. Each term is annotated by five different people. For 74.4% of the instances, all five annotators agreed on whether a term is associated with a particular emotion or not. For 16.9% of the instances, four out of five people agreed with each other. The information from multiple annotators for a particular term is combined by taking the majority vote. The lexicon has entries for about 24,200 word–sense pairs. The information from different senses of a word is combined by taking the union of all emotions associated with the different senses of the word. This resulted in a word-level emotion association lexicon for about 14,200 word types. These files are together referred to as the NRC Emotion Lexicon version 0.92.

2 Applications

Automatic recognition of emotions is useful for a number of tasks, including the following: 1. Managing customer relations by taking appropriate actions depending on the customer’s emotional state (for example, dissatisfaction, satisfaction, sadness, trust, anticipation, or anger) (Bougie, Pieters, and Zeelenberg, 2003). 2. Tracking sentiment towards politicians, movies, products, countries, and other target entities (Pang and Lee, 2008; Mohammad and Yang, 2011). 3. Developing sophisticated search algorithms that distinguish between different emotions associated with a product (Knautz, Siebenlist, and Stock, 2010). For example, customers may search for banks, mutual funds, or stocks that people trust. Aid organizations may search for events and stories that are generating empathy, and highlight them in their fund-raising campaigns. Further, systems that are not emotion-discerning may fall prey to abuse. For example, it was recently discovered that an online vendor deliberately mistreated his customers because the negative online reviews translated to higher rankings on Google searches.4 4. Creating dialogue systems that respond appropriately to different emotional states of the user; for example, in emotion-aware games (Velásquez, 1997; Ravaja et al., 2006). 5. Developing intelligent tutoring systems that manage the emotional state of the learner for more effective learning. There is some support for the hypothesis that students learn better and faster when they are in a positive emotional state (Litman and Forbes-Riley, 2004). 6. Determining risk of repeat attempts by analyzing suicide notes (Osgood and Walker, 1959; Matykiewicz, Duch, and Pestian, 2009; Pestian, Matykiewicz, and Grupp-Phelan, 2008).5 7. Understanding gender differences in communication styles through work-place and personal email (Mo- hammad and Yang, 2011). 8. Assisting in writing e-mails, documents, and other text to convey the desired emotion (and avoid misinterpretation) (Liu, Lieberman, and Selker, 2003). 9. Depicting the flow of emotions in novels and other books (Boucouvalas, 2002; Mohammad, 2011). 10. Identifying what emotion a newspaper headline is trying to evoke (Bellegarda, 2010).

4http://www.pcworld.com/article/212223/google_algorithm_will_punish_bad_businesses.html 5The 2011 Informatics for Integrating Biology and the Bedside (i2b2) challenge by the National Center for Biomed- ical Computing is on detecting emotions in suicide notes.

2 11. Re-ranking and categorizing information/answers in online question–answer forums (Adamic et al., 2008). For example, highly emotional responses may be ranked lower. 12. Detecting how people use emotion-bearing-words and metaphors to persuade and coerce others (for example, in propaganda) (Kˇovecses, 2003). 13. Developing more natural text-to-speech systems (Francisco and Gerv´as, 2006; Bellegarda, 2010). 14. Developing assistive robots that are sensitive to human emotions (Breazeal and Brooks, 2004; Hollinger et al., 2006). For example, the robotics group in Carnegie Melon University is interested in building an emotion-aware physiotherapy coach robot.

3 Related Work

This section describes some of the other existing word–emotion association lexicons. The WordNet Affect Lexicon (WAL) (Strapparava and Valitutti, 2004) has a few hundred words annotated with a number of affect categories including the six Ekman emotions (joy, sadness, anger, fear, disgust, and surprise).6 General Inquirer (GI) (Stone et al., 1966) has 11,788 words labeled with 182 categories of word tags, including positive and negative polarity.7 Affective Norms for English Words (ANEW) has pleasure (happy–unhappy), arousal (excited–calm), and dominance (controlled–in control) ratings for 1034 words.8

4 NRC Emotion Lexicon: version 0.92

The National Research Council of Canada reserves all rights to the NRC Emotion Lexicon.

4.1 Terms of use 1. If you use this lexicon in your research, then please cite this paper and/or any of the following papers: Mohammad and Turney (2013, 2010); Mohammad and Yang (2011); Mohammad (2011).9 Below is how this paper can be cited: NRC Emotion Lexicon, Saif M. Mohammad and Peter D. Turney, NRC Technical Report, December 2013, Ottawa, Canada. Links to the papers are available at http://www.purl.org/net/NRCemotionlexicon. 2. If you use this lexicon in an application, please credit NRC appropriately. For example a web application making use of the NRC Emotion Lexicon should acknowledge the use the lexicon in the home page.

4.2 Format The appendix shows the list of terms in the NRC Emotion Lexicon and their association with each of the ten affect categories studied—the eight basic emotions and positive and negative sentiment. Each line has the following format: TargetWord AffectCategory:AssociationFlag AffectCategory:AssociationFlag ... where, – TargetWord is a word for which emotion associations are provided.

– AﬀectCategory is one of eight emotions (anger, fear, anticipation, trust, surprise, sadness, joy, or disgust) or one of two polarities (negative or positive).

6WAL: http://wndomains.fbk.eu/wnaffect.html 7 GI: http://www.wjh.harvard.edu/~inquirer 8ANEW: http://csea.phhp.ufl.edu/media/anewmessage.html 9Our recommended citation is Mohammad and Turney (2013).

3 – AssociationFlag has one of two possible values: 0 or 1. 0 indicates that the target word has no association with aﬀect category, whereas 1 indicates an association. The Appendix presents the word-level emotion lexicon. If you wish to obtain the sense-level lexicon or you would like more detailed information such as the individual annotations by each of the annotators, then contact the National Research Council Canada.

References

Adamic, L. A.; Zhang, J.; Bakshy, E.; and Ackerman, M. S. 2008. Knowledge sharing and yahoo answers: everyone knows something. In Proceeding of the 17th international conference on World Wide Web, WWW ’08, 665–674. New York, NY, USA: ACM.

Bellegarda, J. 2010. Emotion analysis using latent aﬀective folding and embedding. In Proceedings of the NAACL-HLT 2010 Workshop on Computational Approaches to Analysis and Generation of Emotion in Text.

Boucouvalas, A. C. 2002. Real time text-to-emotion engine for expressive internet communication. Emerging Communication: Studies on New Technologies and Practices in Communication 5:305–318.

Bougie, J. R. G.; Pieters, R.; and Zeelenberg, M. 2003. Angry customers don’t come back, they get back: The experience and behavioral implications of anger and dissatisfaction in services. Open access publications from tilburg university, Tilburg University.

Breazeal, C., and Brooks, R. 2004. Robot emotions: A functional perspective. In Who Needs Emotions. Oxford University Press.

Callison-Burch, C. 2009. Fast, cheap and creative: Evaluating translation quality using amazon’s mechanical turk. In Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP- 2009), 286–295.

Ekman, P. 1992. An Argument for Basic Emotions. Cognition and Emotion 6(3):169–200.

Francisco, V., and Gerv´as, P. 2006. Automated mark up of aﬀective information in english texts. In Sojka, P.; Kopecek, I.; and Pala, K., eds., Text, Speech and Dialogue, volume 4188 of Lecture Notes in Computer Science. Springer Berlin / Heidelberg. 375–382.

Hollinger, G.; Georgiev, Y.; Manfredi, A.; Maxwell, B. A.; Pezzementi, Z. A.; and Mitchell, B. 2006. Design of a social mobile robot using emotion-based decision mechanisms. In Intelligent Robots and Systems, 2006 IEEE/RSJ International Conference on, 3093–3098.

James, W. 1884. What is an emotion? Mind 9:188–205.

Knautz, K.; Siebenlist, T.; and Stock, W. G. 2010. Memose: search engine for emotions in multimedia documents. In Proceeding of the 33rd international ACM SIGIR conference on Research and development in information retrieval, SIGIR ’10, 791–792. New York, NY: ACM.

Kˇovecses, Z. 2003. Metaphor and Emotion: Language, Culture, and Body in Human Feeling (Studies in Emotion and Social Interaction). Cambridge University Press.

Litman, D. J., and Forbes-Riley, K. 2004. Predicting student emotions in computer-human tutoring dia- logues. In Proceedings of the 42nd Annual Meeting on Association for Computational Linguistics, ACL ’04. Morristown, NJ, USA: Association for Computational Linguistics.

Liu, H.; Lieberman, H.; and Selker, T. 2003. A model of textual aﬀect sensing using real-world knowledge. In Proceedings of the 8th international conference on Intelligent user interfaces, IUI ’03, 125–132. New York, NY: ACM.

4 Matykiewicz, P.; Duch, W.; and Pestian, J. 2009. Clustering semantic spaces of suicide notes and newsgroups articles. In Proceedings of the Workshop on Current Trends in Biomedical Natural Language Processing, BioNLP ’09, 179–184. Stroudsburg, PA, USA: Association for Computational Linguistics. Mohammad, S. M., and Turney, P. D. 2010. Emotions Evoked by Common Words and Phrases: Using Mechanical Turk to Create an Emotion Lexicon. In Proceedings of the NAACL-HLT 2010 Workshop on Computational Approaches to Analysis and Generation of Emotion in Text. Mohammad, S. M., and Turney, P. D. 2013. Crowdsourcing a word-emotion association lexicon. Computa- tional Intelligence 29(3):436–465. Mohammad, S., and Yang, T. 2011. Tracking Sentiment in Mail: How Genders Differ on Emotional Axes. In Proceedings of the 2nd Workshop on Computational Approaches to Subjectivity and Sentiment Analysis (WASSA 2.011), 70–79. Portland, Oregon: Association for Computational Linguistics. Mohammad, S. 2011. From once upon a time to happily ever after: Tracking emotions in novels and fairy tales. In Proceedings of the 5th ACL-HLT Workshop on Language Technology for Cultural Heritage, Social Sciences, and Humanities, 105–114. Portland, OR, USA: Association for Computational Linguistics. Ortony, A., and Turner, T. J. 1990. What’s basic about basic emotions? Psychological Review 97:315–331. Osgood, C. E., and Walker, E. G. 1959. Motivation and language behavior: A content analysis of suicide notes. Journal of Abnormal and Social Psychology 59(1):58–67. Pang, B., and Lee, L. 2008. Opinion mining and sentiment analysis. Foundations and Trends in Information Retrieval 2(1–2):1–135. Parrot, W. 2001. Emotions in Social Psychology. Psychology Press. Pestian, J. P.; Matykiewicz, P.; and Grupp-Phelan, J. 2008. Using natural language processing to classify suicide notes. In Proceedings of the Workshop on Current Trends in Biomedical Natural Language Processing, BioNLP ’08, 96–97. Stroudsburg, PA, USA: Association for Computational Linguistics. Plutchik, R. 1962. The Emotions. Random House. Plutchik, R. 1980. A General Psychoevolutionary Theory of Emotion. Emotion: Theory, research, and experience 1(3):3–33. Plutchik, R. 1994. The psychology and biology of emotion. New York: Harper Collins. Ravaja, N.; Saari, T.; Turpeinen, M.; Laarni, J.; Salminen, M.; and Kivikangas, M. 2006. Spatial presence and emotions during video game playing: Does it matter with whom you play? Presence: Teleoperators and Virtual Environments 15(4):381–392. Snow, R.; O’Connor, B.; Jurafsky, D.; and Ng, A. 2008. Cheap and fast - but is it good? Evaluating nonexpert annotations for natural language tasks. In Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP-2008), 254–263. Stone, P.; Dunphy, D. C.; Smith, M. S.; Ogilvie, D. M.; and associates. 1966. The General Inquirer: A Computer Approach to Content Analysis. The MIT Press. Strapparava, C., and Valitutti, A. 2004. WordNet-Affect: An Affective Extension of WordNet. In Proceedings of the 4th International Conference on Language Resources and Evaluation (LREC-2004), 1083–1086. Velásquez, J. D. 1997. Modeling emotions and other motivations in synthetic agents. In Proceedings of the fourteenth national conference on artificial intelligence and ninth conference on Innovative applications of artificial intelligence, AAAI’97/IAAI’97, 10–15. AAAI Press. Yarowsky, D. 1992. Word-sense disambiguation using statistical models of Roget’s categories trained on large corpora. In Proceedings of the 14th International Conference on Computational Linguistics (COLING-92), 454–460.

5 Appendix

Entries in the NRC Emotion Lexicon version 0.92.

aback positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 abacus positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:1 abandon positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:1 joy:0 sadness:1 surprise:0 trust:0 abandoned positive:0 negative:1 anger:1 anticipation:0 disgust:0 fear:1 joy:0 sadness:1 surprise:0 trust:0 abandonment positive:0 negative:1 anger:1 anticipation:0 disgust:0 fear:1 joy:0 sadness:1 surprise:1 trust:0 abate positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 abatement positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 abba positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 abbot positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:1 abbreviate positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 abbreviation positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 abdomen positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 abdominal positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 abduction positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:1 joy:0 sadness:1 surprise:1 trust:0 aberrant positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 aberration positive:0 negative:1 anger:0 anticipation:0 disgust:1 fear:0 joy:0 sadness:0 surprise:0 trust:0 abeyance positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 ablation positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 ablaze positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 abnormal positive:0 negative:1 anger:0 anticipation:0 disgust:1 fear:0 joy:0 sadness:0 surprise:0 trust:0 aboard positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 abode positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 abolish positive:0 negative:1 anger:1 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 abolition positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 abominable positive:0 negative:1 anger:0 anticipation:0 disgust:1 fear:1 joy:0 sadness:0 surprise:0 trust:0 abomination positive:0 negative:1 anger:1 anticipation:0 disgust:1 fear:1 joy:0 sadness:0 surprise:0 trust:0 aboriginal positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 abort positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 abortion positive:0 negative:1 anger:0 anticipation:0 disgust:1 fear:1 joy:0 sadness:1 surprise:0 trust:0 abortive positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:1 surprise:0 trust:0 abound positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 abovementioned positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 abrasion positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 abroad positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 abrogate positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 abrupt positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:1 trust:0 abruptly positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 abscess positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:1 surprise:0 trust:0 absence positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:1 joy:0 sadness:1 surprise:0 trust:0 absent positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:1 surprise:0 trust:0 absentee positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:1 surprise:0 trust:0 absenteeism positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 absinthe positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 absolute positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 absolution positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:1 sadness:0 surprise:0 trust:1 absorbed positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 absorbent positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 absorbing positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 absorption positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 abstain positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 abstention positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 abstinence positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 abstract positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 abstraction positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 absurd positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 absurdity positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 abundance positive:1 negative:1 anger:0 anticipation:1 disgust:1 fear:0 joy:1 sadness:0 surprise:0 trust:1

6 abundant positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:1 sadness:0 surprise:0 trust:0 abuse positive:0 negative:1 anger:1 anticipation:0 disgust:1 fear:1 joy:0 sadness:1 surprise:0 trust:0 abutment positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 aby positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 abysmal positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:1 surprise:0 trust:0 abyss positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:1 joy:0 sadness:1 surprise:0 trust:0 academic positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:1 academy positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 accede positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 accelerate positive:0 negative:0 anger:0 anticipation:1 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 acceleration positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 accent positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 accentuate positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 accept positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 acceptable positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 acceptance positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 access positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 accessible positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 accession positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 accessory positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 accident positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:1 joy:0 sadness:1 surprise:1 trust:0 accidental positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:1 joy:0 sadness:0 surprise:1 trust:0 accidentally positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:1 trust:0 accolade positive:1 negative:0 anger:0 anticipation:1 disgust:0 fear:0 joy:1 sadness:0 surprise:1 trust:1 accommodate positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 accommodation positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 accompaniment positive:1 negative:0 anger:0 anticipation:1 disgust:0 fear:0 joy:1 sadness:0 surprise:0 trust:1 accompany positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 accompanying positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 accomplice positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 accomplish positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:1 sadness:0 surprise:0 trust:0 accomplished positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:1 sadness:0 surprise:0 trust:0 accomplishment positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 accord positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:1 accordance positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 accordion positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 account positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:1 accountability positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:1 accountable positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:1 accountant positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:1 accounting positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 accounts positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:1 accredited positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:1 accretion positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 accrue positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 accueil positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 accumulate positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 accumulation positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 accuracy positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 accurate positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:1 accursed positive:0 negative:1 anger:1 anticipation:0 disgust:0 fear:1 joy:0 sadness:1 surprise:0 trust:0 accusation positive:0 negative:1 anger:1 anticipation:0 disgust:1 fear:0 joy:0 sadness:0 surprise:0 trust:0 accusative positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 accused positive:0 negative:1 anger:1 anticipation:0 disgust:0 fear:1 joy:0 sadness:0 surprise:0 trust:0 accuser positive:0 negative:1 anger:1 anticipation:0 disgust:0 fear:1 joy:0 sadness:0 surprise:0 trust:0 accusing positive:0 negative:1 anger:1 anticipation:0 disgust:0 fear:1 joy:0 sadness:0 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negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 akin positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:1 alabaster positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 alarm positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:1 joy:0 sadness:0 surprise:1 trust:0 alarming positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:1 joy:0 sadness:0 surprise:1 trust:0 alb positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:1 album positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 alchemy positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 alcohol positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 alcoholism positive:0 negative:1 anger:1 anticipation:0 disgust:1 fear:1 joy:0 sadness:1 surprise:0 trust:0 alcove positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 alert positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 alertness positive:1 negative:0 anger:0 anticipation:1 disgust:0 fear:1 joy:0 sadness:0 surprise:1 trust:0 alerts positive:0 negative:0 anger:0 anticipation:1 disgust:0 fear:1 joy:0 sadness:0 surprise:1 trust:0 alfalfa positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 algebra positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 algebraic positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 algorithm positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 alibi positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 alien positive:0 negative:1 anger:0 anticipation:0 disgust:1 fear:1 joy:0 sadness:0 surprise:0 trust:0 alienate positive:0 negative:1 anger:1 anticipation:0 disgust:1 fear:0 joy:0 sadness:0 surprise:0 trust:0 alienated positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:1 surprise:0 trust:0 alienation positive:0 negative:1 anger:1 anticipation:0 disgust:1 fear:1 joy:0 sadness:1 surprise:0 trust:0 alight positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0

11 aligned positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 alignment positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 alike positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 alimentation positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 alimony positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 aliquot positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 alive positive:1 negative:0 anger:0 anticipation:1 disgust:0 fear:0 joy:1 sadness:0 surprise:0 trust:1 alkali positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 alkaloids positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 allay positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 allegation positive:0 negative:1 anger:1 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 allege positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 alleged positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 allegiance positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:1 allegorical positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 allegory positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 allegro positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 alleviate positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 alleviation positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 alley positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 alliance positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:1 allied positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:1 alligator positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 allocate positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 allocation positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 allot positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 allotment positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 allowable positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 allowance positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 allowed positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 alloy positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 allure positive:1 negative:0 anger:0 anticipation:1 disgust:0 fear:0 joy:1 sadness:0 surprise:1 trust:0 alluring positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 allusion positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 alluvial positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 ally positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:1 almanac positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 almighty positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 aloft positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 aloha positive:1 negative:0 anger:0 anticipation:1 disgust:0 fear:0 joy:1 sadness:0 surprise:0 trust:0 alongside positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 aloof positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 aloud positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 alphabet positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 alphabetical positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 altar positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 alter positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 alteration positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 altercation positive:0 negative:1 anger:1 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 altered positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 alternate positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 alternative positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 altitude positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 alto positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 altogether positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 alumnus positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 alveolar positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 amalgam positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 amalgamation positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 amass positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 amateur positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 amaze positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:1 trust:0

12 amazement positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 amazingly positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:1 sadness:0 surprise:1 trust:0 ambassador positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:1 amber positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 ambient positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 ambiguity positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 ambiguous positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 ambit positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 ambition positive:1 negative:0 anger:0 anticipation:1 disgust:0 fear:0 joy:1 sadness:0 surprise:0 trust:1 ambitious positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 ambulance positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:1 joy:0 sadness:0 surprise:0 trust:1 ambush positive:0 negative:1 anger:1 anticipation:0 disgust:0 fear:1 joy:0 sadness:0 surprise:1 trust:0 ameliorate positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 amen positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:1 sadness:0 surprise:0 trust:1 amenable positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 amend positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 amendment positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 amends positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 amenity positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 amethyst positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 amiable positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 amicable positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:1 sadness:0 surprise:0 trust:0 amid positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 amidst positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 ammonia positive:0 negative:0 anger:0 anticipation:0 disgust:1 fear:0 joy:0 sadness:0 surprise:0 trust:0 ammunition positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 amnesia positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 amnesty positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:1 sadness:0 surprise:0 trust:0 amorphous positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 amortization positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:1 amount positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 amour positive:1 negative:0 anger:0 anticipation:1 disgust:0 fear:0 joy:1 sadness:0 surprise:0 trust:1 ampersand positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 amphetamines positive:0 negative:1 anger:0 anticipation:0 disgust:1 fear:0 joy:0 sadness:0 surprise:0 trust:0 amphibian positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 amphibious positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 amphitheater positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 ampliﬁcation positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 amplify positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 amplitude positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 amply positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 amputation positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 amulet positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 amuse positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:1 sadness:0 surprise:0 trust:0 amused positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:1 sadness:0 surprise:0 trust:0 amusement positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:1 sadness:0 surprise:0 trust:0 amusing positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:1 sadness:0 surprise:0 trust:0 ana positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 anaconda positive:0 negative:1 anger:0 anticipation:0 disgust:1 fear:1 joy:0 sadness:0 surprise:0 trust:0 anaesthesia positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 anaesthetic positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 anal positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 analgesic positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 analogous positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 analogue positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 analogy positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 analysis positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 analyst positive:1 negative:0 anger:0 anticipation:1 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:1 analytic positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 analyze positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 analyzer positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 anarchism positive:0 negative:1 anger:1 anticipation:0 disgust:0 fear:1 joy:0 sadness:0 surprise:0 trust:0

13 anarchist positive:0 negative:1 anger:1 anticipation:0 disgust:0 fear:1 joy:0 sadness:0 surprise:0 trust:0 anarchy positive:0 negative:1 anger:1 anticipation:0 disgust:0 fear:1 joy:0 sadness:0 surprise:0 trust:0 anastomosis positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 anathema positive:0 negative:1 anger:1 anticipation:0 disgust:1 fear:1 joy:0 sadness:1 surprise:0 trust:0 anatomic positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 anatomy positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 ancestor positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 ancestral positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:1 ancestry positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 anchor positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 anchorage positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:1 surprise:0 trust:0 ancient positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 ancillary positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 androgen positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 anemone positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 anew positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 angel positive:1 negative:0 anger:0 anticipation:1 disgust:0 fear:0 joy:1 sadness:0 surprise:1 trust:1 angelic positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:1 sadness:0 surprise:0 trust:1 anger positive:0 negative:1 anger:1 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 angina positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:1 joy:0 sadness:0 surprise:0 trust:0 angiography positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 angle positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 angling positive:0 negative:1 anger:0 anticipation:1 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 angry positive:0 negative:1 anger:1 anticipation:0 disgust:1 fear:0 joy:0 sadness:0 surprise:0 trust:0 anguish positive:0 negative:1 anger:1 anticipation:0 disgust:0 fear:1 joy:0 sadness:1 surprise:0 trust:0 angular positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 anhydrous positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 animal positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 animate positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 animated positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:1 sadness:0 surprise:0 trust:0 animation positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 animosity positive:0 negative:1 anger:1 anticipation:0 disgust:1 fear:1 joy:0 sadness:1 surprise:0 trust:0 animus positive:0 negative:1 anger:1 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 ankle positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 annals positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 annex positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 annexation positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 annexe positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 annihilate positive:0 negative:1 anger:1 anticipation:0 disgust:0 fear:1 joy:0 sadness:0 surprise:0 trust:0 annihilated positive:0 negative:1 anger:1 anticipation:0 disgust:0 fear:1 joy:0 sadness:1 surprise:0 trust:0 annihilation positive:0 negative:1 anger:1 anticipation:0 disgust:0 fear:1 joy:0 sadness:1 surprise:0 trust:0 annotate positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 annotation positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 announce positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 announcement positive:0 negative:0 anger:0 anticipation:1 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 annoy positive:0 negative:1 anger:1 anticipation:0 disgust:1 fear:0 joy:0 sadness:0 surprise:0 trust:0 annoyance positive:0 negative:1 anger:1 anticipation:0 disgust:1 fear:0 joy:0 sadness:0 surprise:0 trust:0 annoying positive:0 negative:1 anger:1 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 annuity positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 annul positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 annular positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 annulment positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:1 surprise:0 trust:0 annulus positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 anointing positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 anomalous positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 anomaly positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:1 joy:0 sadness:0 surprise:1 trust:0 anon positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 anonymous positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 answer positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 answerable positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:1 answering positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 ant positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0

14 antagonism positive:0 negative:1 anger:1 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 antagonist positive:0 negative:1 anger:1 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 antagonistic positive:0 negative:1 anger:1 anticipation:0 disgust:1 fear:0 joy:0 sadness:0 surprise:0 trust:0 ante positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 antecedent positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 antelope positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 antenna positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 anterior positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 anthem positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 anthology positive:0 negative:0 anger:0 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15 appearance positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 appease positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 appellant positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 append positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 appendage positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 appendicitis positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:1 joy:0 sadness:1 surprise:0 trust:0 appendix positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 appetite positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 appetizer positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 applause positive:1 negative:0 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30 brocade positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 brochure positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 broil positive:0 negative:1 anger:1 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 broke positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:1 joy:0 sadness:1 surprise:0 trust:0 broken positive:0 negative:1 anger:1 anticipation:0 disgust:0 fear:1 joy:0 sadness:1 surprise:0 trust:0 broker positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 brokerage positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 bronco positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 bronze positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 brood positive:0 negative:0 anger:0 anticipation:0 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37 chaotic positive:0 negative:1 anger:1 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 chap positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 chapel positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 chaplain positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:1 chapman positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 chaps positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 chapter positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 char positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 character positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 characteristic positive:0 negative:0 anger:0 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38 chevron positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 chew positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 chic positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 chicane positive:0 negative:1 anger:0 anticipation:1 disgust:0 fear:0 joy:0 sadness:0 surprise:1 trust:1 chicken positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:1 joy:0 sadness:0 surprise:0 trust:0 chief positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 chieﬂy positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 chieftain positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 child positive:1 negative:0 anger:0 anticipation:1 disgust:0 fear:0 joy:1 sadness:0 surprise:0 trust:0 childbirth positive:0 negative:0 anger:0 anticipation:0 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39 cider positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 cigar positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 cigarette positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 cinch positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 cinder positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 cinema positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 cinematographer positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 cinematography positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 cinnamon positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 cipher positive:0 negative:0 anger:0 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40 clause positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 clauses positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 claw positive:0 negative:1 anger:1 anticipation:0 disgust:0 fear:1 joy:0 sadness:0 surprise:0 trust:0 claws positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 clay positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 clean positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:1 sadness:0 surprise:0 trust:1 cleaning positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 cleanliness positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 cleanly positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 cleanse positive:1 negative:0 anger:0 anticipation:0 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101 heroics positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 heroin positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 heroine positive:1 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:1 heroism positive:1 negative:0 anger:0 anticipation:1 disgust:0 fear:0 joy:1 sadness:0 surprise:1 trust:1 herpes positive:0 negative:1 anger:0 anticipation:0 disgust:1 fear:0 joy:0 sadness:0 surprise:0 trust:0 herpesvirus positive:0 negative:1 anger:0 anticipation:0 disgust:1 fear:0 joy:0 sadness:0 surprise:0 trust:0 hesitating positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 hesitation positive:0 negative:1 anger:0 anticipation:0 disgust:0 fear:1 joy:0 sadness:0 surprise:0 trust:0 heterogeneity positive:0 negative:0 anger:0 anticipation:0 disgust:0 fear:0 joy:0 sadness:0 surprise:0 trust:0 hew positive:0 negative:0 anger:0 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