True Emotion vs. Social Intentions in Nonverbal Communication: Towards a Synthesis for Embodied Conversational Agents
Abstract
Does a facial expression convey privileged information about a person’s mental state or is it a communicative act, divorced from “true” beliefs, desires and intentions? This question is often cast as a dichotomy between competing theoretical perspectives. Theorists like Ekman argue for the primacy of emotion as a determinant of nonverbal behavior: emotions “leak” and only indirectly serve social ends. In contrast, theorists such as Fridlund argue for the primacy of social ends in determining nonverbal displays. This dichotomy has worked to divide virtual character research. Whereas there have been advances in modeling emotion, this work is often seen as irrelevant to the generation of communicative behavior. In this chapter, I review current findings on the interpersonal function of emotion. I’ll discuss recent developments in Social Appraisal theory as a way to bridge this dichotomy and our attempts to model these functions within the context of embodied conversational agents.
Keywords
emotion nonverbal behavior virtual humans cognitive modelingPreview
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- 1.Smith, C.A., Lazarus, R.: Emotion and Adaptation, in Handbook of Personality: theory & research. In: Pervin, L.A. (ed.), pp. 609–637. Guilford Press, New York (1990)Google Scholar
- 2.Ekman, P.: Universals and cultural differences in facial expressions of emotions. In: Cole, J. (ed.) Nebraska Symposium on Motivation, pp. 207–283. University of Nebraska Press, Lincoln, Nebraska (1972)Google Scholar
- 3.Frank, R.H.: Introducing Moral Emotions into Models of Rational Choice. In: Manstead, A., Frijda, N., Fischer, A. (eds.) Feelings and Emotions, pp. 422–440. Cambridge University Press, Cambridge (2004)Google Scholar
- 4.Fridlund, A.: Human facial expression: An evolutionary view. Academic Press, San Diego (1994)Google Scholar
- 5.Chovil, N.: Social determinants of facial displays. Journal of Nonverbal Behavior 15, 163–167 (1991)CrossRefGoogle Scholar
- 6.Krämer, N.C., Iurgel, I., Bente, G.: Emotion and motivation in embodied conversational agents. In: Proceedings of the Symposium “Agents that Want and Like”, Artificial Intelligence and the Simulation of Behavior (AISB). Hatfield, SSAISB (2005)Google Scholar
- 7.Cassell, J., et al.: Human conversation as a system framework: Designing embodied conversational agents. In: Cassell, J., et al. (eds.) Embodied Conversational Agents, pp. 29–63. MIT Press, Boston (2000)Google Scholar
- 8.Heylen, D.: Challenges Ahead. Head Movements and other social acts in conversation. In: AISB. 2005, Hertfordshire, UK (2005)Google Scholar
- 9.Poggi, I., Pelachaud, C.: Emotional Meaning and Expression in Performative Faces. In: Paiva, A. (ed.) Affective Interactions: Towards a New Generation of Computer Interfaces, pp. 182–195. Springer, Berlin (2000)Google Scholar
- 10.Lester, J.C., Towns, S.G., FitzGerald, P.J.: Achieving Affective Impact: Visual Emotive Communication in Lifelike Pedagogical Agents. International Journal of Artificial Intelligence in Education 10(3-4), 278–291 (1999)Google Scholar
- 11.Elliott, C., Rickel, J., Lester, J.: Lifelike Pedagogical Agents and Affective Computing: An Exploratory Synthesis. In: Wooldridge, M., Veloso, M. (eds.) Artificial Intelligence Today: Recent Trends and Developments, pp. 195–212. Springer, Berlin/Heidelberg (1999)Google Scholar
- 12.Lisetti, C., Gmytrasiewicz, P.: Can a rational agent afford to be affectless? A formal approach. Applied Artificial Intelligence 16, 577–609 (2002)CrossRefGoogle Scholar
- 13.Scheutz, M., Sloman, A.: Affect and agent control: Experiments with simple affective states. In: IAT. 2001, World Scientific Publisher, Singapore (2001)Google Scholar
- 14.Blanchard, A., Cañamero, L.: Developing Affect-modulated behaviors: stability, exploration, exploitation, or imitation? in 6th International Workshop on Epigenetic Robotics, Paris (2006)Google Scholar
- 15.Marsella, S., Gratch, J.: Modeling coping behaviors in virtual humans: Don’t worry, be happy. In: Second International Joint Conference on Autonomous Agents and Multi-agent Systems, Melbourne, Australia (2003)Google Scholar
- 16.Neal Reilly, W.S.: Believable Social and Emotional Agents, Carnegie Mellon University: Pittsburgh, PA (1996)Google Scholar
- 17.Smith, C.A., David, B., Kirby, L.D.: Emotion-Eliciting Appraisals of Social Situations. In: Forgas, J. (ed.) Affective Influences on Social Behavior, Psychology Press, New York (2006)Google Scholar
- 18.Parkinson, B.: Putting appraisal in context. In: Scherer, K., Schorr, A., Johnstone, T. (eds.) Appraisal processes in emotion: Theory, methods, research, pp. 173–186. Oxford University Press, London (2001)Google Scholar
- 19.Keltner, D., Haidt, J.: Social Functions of Emotions at Four Levels of Anysis. Cognition and Emotion 13(5), 505–521 (1999)CrossRefGoogle Scholar
- 20.Barrett, K.C.: A functionalist approach to shame and guilt. In: Tangney, J.P., Fischer, K.W. (eds.) Self-conscious emotions: The psychology of shame, guilt, embarrassment, and pride, pp. 25–63. Guilford Publications, New York (1995)Google Scholar
- 21.Spoor, J.R., Kelly, J.R.: The evolutionary significance of affect in groups: communication and group bonding. Group Processes and Intergroup Prelations 7(4), 398–412 (2004)CrossRefGoogle Scholar
- 22.de Waal, F.: Primates and Philosophers: How Morality Evolved. In: Macedo, S., Ober, J. (eds.), Princeton University Press, Princeton (2006)Google Scholar
- 23.Frank, R.: Passions with reason: the strategic role of the emotions. W. W. Norton, New York (1988)Google Scholar
- 24.Lutz, C., White, G.M.: The anthropology of emotions. Annual Review of Anthropology 15, 405–436 (1986)CrossRefGoogle Scholar
- 25.Clore, G.L., Storbeck, J.: Affect as Information about Liking, Efficacy, and Importance. In: Forgas, J. (ed.) Affective Influences on Social Behavior, Psychology Press, New York (2006)Google Scholar
- 26.Tiedens, L.Z.: The Effect of Anger on the Hostile Inferences of Aggressive and Nonaggressive People: Specific Emotions. Cognitive Processing, and Chronic Accessibility Motivation and Emotion 25(3) (2001)Google Scholar
- 27.Zak, P.J.: Neuroeconomics. In: Philosophical Transactions of the Royal Society Biology, vol. 359, pp. 1737–1748 (2004)Google Scholar
- 28.Izard, C.: Human emotion. Plenum, New York (1977)Google Scholar
- 29.Klauer, K.C., Musch, J.: Affective priming: Findings and theories. In: Klauer, K.C., Musch, J., Mahwah, N.J. (eds.) The Psychology of Evaluation: Affective Processes in Cognition and Emotion, pp. 7–49. Lawrence Erlbaum, Mahwah (2003)Google Scholar
- 30.Dimberg, U., Öhman, A.: Beyond the wrath: Psychophysiological responses to facial stimuli. Motivation and Emotion 20, 149–182 (1996)CrossRefGoogle Scholar
- 31.Emde, R.N., Gaensbauer, T.J., Harmon, R.J.: Emotional expression in infancy: A biobehavioral study. Psychological Issues 10 (1976) (1, Monograph No. 37)Google Scholar
- 32.Eisenberg, N., et al.: Sympathy and personal distress: Development, gender differences, and interrelations of indexes. In: Eisenberg, N. (ed.) Empathy and related emotional responses, pp. 107–126. Jossey-Bass, San Franciso (1989)Google Scholar
- 33.Haviland, J.M., Lelwica, M.: The induced affect response: 10-week-old infants’ responses to three emotion expressions. Developmental Psychology 23, 97–104 (1987)CrossRefGoogle Scholar
- 34.Brosig, J.: Identifying cooperative behavior: some experimental results in a prisoner’s dilemma game. Journal of Economic Behavior and Organization 47, 275–290 (2002)CrossRefGoogle Scholar
- 35.Frank, R.H., Gilovich, T., Regan, D.T.: The evolution of one-shot cooperation: an experiment. Ethology and Sociobiology 14, 247–256 (1993)CrossRefGoogle Scholar
- 36.Dunn, J.: Children as psychologists: The later correlates of individual differences in understanding of emotions and other minds. Cognition and Emotion 9, 187–201 (1995)CrossRefMathSciNetGoogle Scholar
- 37.Harris, P.L.: Children and Emotion. Blackwell, Oxford (1989)Google Scholar
- 38.Eder, R.A.: Uncovering young children’s psychological selves: Individual and developmenal differences. Child Development 61, 849–863 (1990)CrossRefGoogle Scholar
- 39.Phillips, M.L.: Facial processing deficits and social dysfunction: how are they related? Brain 127(8), 1691–1692 (2004)CrossRefGoogle Scholar
- 40.Parkinson, B.: Do facial movements express emotion or communicate motives? Personality and Social Psychology Review 9(4), 278–311 (2005)CrossRefGoogle Scholar
- 41.Manstead, A., Fischer, A.H., Jakobs, E.B.: The Social and Emotional Functions of Facial Displays. In: Philippot, P., Feldman, R.S., Coats, E.J. (eds.) The Social Context of Nonverbal Behavior (Studies in Emotion and Social Interaction), pp. 287–316. Cambridge Univ Press, Cambridge (1999)Google Scholar
- 42.Fernández Dols, J.M., Ruiz-Belda, M.-A.: Spontaneous facial behavior during intense emotional episodes: artistic truth and optical truth. In: Russell, J.A., Fernández Dols, J.M. (eds.) The Psychology of Facial Expression (1997)Google Scholar
- 43.Scherer, K.R., Schorr, A., Johnstone, T.: Appraisal Processes in Emotion. In: Davidson, R.J., Ekman, P., Scherer, K.R. (eds.) Affective Science, Oxford University Press, Oxford (2001)Google Scholar
- 44.Parkinson, B., Fischer, A.H., Manstead, A.S.R.: Emotion in social relations: Cultural, group, and interpersonal processes. Psychology Press, New York (2005)Google Scholar
- 45.Tangney, J.P.: Assessing individual differences in proneness to shame and guilt: development of the self-conscious affect and attribution inventory. Journal of Personality and Social Psychology 59, 102–111 (1990)CrossRefGoogle Scholar
- 46.Leary, M.R., Landel, J.L., Patton, K.M.: The motivated expression of embarrassment following a self-presentational predicament. Journal of Personality and Social Psychology 64, 619–636 (1996)Google Scholar
- 47.Gratch, J., Marsella, S.: Tears and Fears: Modeling Emotions and Emotional Behaviors in Synthetic Agents. In: Fifth International Conference on Autonomous Agents, ACM Press, Montreal, Canada (2001)Google Scholar
- 48.Gratch, J., Marsella, S.: A domain independent framework for modeling emotion. Journal of Cognitive Systems Research 5(4), 269–306 (2004)CrossRefGoogle Scholar
- 49.Marsella, S., Gratch, J., Rickel, J.: Expressive Behaviors for Virtual Worlds. In: Prendinger, H., Ishizuka, M. (eds.) Life-like Characters Tools, Affective Functions and Applications, pp. 317–360. Springer, Berlin (2003)Google Scholar
- 50.Swartout, W., et al.: Toward Virtual Humans. AI Magazine 27(1) (2006)Google Scholar
- 51.Rickel, J., et al.: Toward a New Generation of Virtual Humans for Interactive Experiences. In: IEEE Intelligent Systems, pp. 32–38 (2002)Google Scholar
- 52.Weiner, B.: Responsibility for Social Transgressions: An Attributional Analysis. In: Malle, B.F., Moses, L.J., Baldwin, D.A. (eds.) Intentions and Intentionality: Foundations of Social Cognition, The MIT Press, Cambridge (2001)Google Scholar
- 53.Shaver, K.G.: The attribution of blame: Causality, responsibility, and blameworthiness. Springer, Heidelberg (1985)Google Scholar
- 54.Mao, W., Gratch, J.: Evaluating a computational model of social causality and responsibility. In: 5th International Joint Conference on Autonomous Agents and Multiagent Systems, Hakodate, Japan (2006)Google Scholar
- 55.Mao, W., Gratch, J.: Social Judgment in Multiagent Interactions. In: Third International Joint Conference on Autonomous Agents and Multiagent Systems, New York (2004)Google Scholar
- 56.Austin, J.: How to Do Things with Words. Harvard University Press (1962)Google Scholar
- 57.Brown, P., Levenson, S.C.: Politeness: Some Universals in Language Usage. Cambridge University Press, New York (1987)Google Scholar
- 58.Martinovski, B., et al.: Mitigation Theory: An integrated approach. In: Cognitive Science (2005)Google Scholar
- 59.Shannon, C.E., Weaver, W.: A mathematical theory of communication. University of Illinois Press, Urbana (1948)Google Scholar
- 60.Fogel, A.: Developing through relationships: Origins of communication, self and culture. Harvester Wheatsheaf, New York (1993)Google Scholar
- 61.Agre, P., Chapman, D.: Pengi: An implementation of a theory of activity. In: National Conference on Artificial Intelligence (1987)Google Scholar
- 62.Suchman, L.A.: Plans and situated actions: The problem of human-machine communication. Cambridge University Press, New York (1987)Google Scholar
- 63.Simon, H.: The sciences of the Artificial. MIT Press, Cambridge (1969)Google Scholar
- 64.Jondottir, G.R., et al.: Fluid Semantic Back-Channel Feedback in Dialogue: Challenges and Progress. In: Intelligent Virtual Agents, Paris, France, Springer, Heidelberg (2007)Google Scholar
- 65.Ward, N., Tsukahara, W.: Prosodic features which cue back-channel responses in English and Japanese. Journal of Pragmatics 23, 1177–1207 (2000)CrossRefGoogle Scholar
- 66.Bartlett, M.S., et al.: Fully automatic facial action recognition in spontaneous behavior. In: 7th International Conference on Automatic Face and Gesture Recognition, Southampton, UK (2006)Google Scholar
- 67.Morency, L.-P., et al.: Contextual Recognition of Head Gestures. In: 7th International Conference on Multimodal Interactions, Torento, Italy (2005)Google Scholar
- 68.Gratch, J., et al.: Virtual Rapport. In: Gratch, J., et al. (eds.) IVA 2006. LNCS (LNAI), vol. 4133, Springer, Heidelberg (2006)Google Scholar
- 69.Breazeal, C., Aryananda, L.: Recognition of Affective Communicative Intent in Robot-Directed Speech. Autonomous Robots 12, 83–104 (2002)MATHCrossRefGoogle Scholar
- 70.Gratch, J., et al.: Creating Rapport with Virtual Agents. In: 7th International Conference on Intelligent Virtual Agents, Paris, France (2007)Google Scholar
- 71.Burleson, W.: Affective Learning Companions: Strategies for Empathetic Agents with Real-Time Multimodal Affective Sensing to Foster Meta-Cognitive and Meta-Affective Approaches to Learning, Motivation, and Perseverance, Unpublished PhD Thesis, MIT Media Lab: Boston (2006)Google Scholar
- 72.Wang, N., et al.: Experimental evaluation of polite interaction tactics for pedagogical agents. In: Intelligent User Interfaces (2005)Google Scholar