Toward a comprehensive theory of emotion for biological and artificial agents

Abstract A new model of emotions that is applicable to both biological and artificial agents is proposed. The description includes theoretical foundations, internal representation, and the role of emotions in cognition. This model is based on definitions of emotions in valence and arousal space coupled with an adaptation of Maslow’s hierarchy and other ideas. The resulting architecture provides for a significantly more expressive range and organization of represented emotional experience compared to other models. Requirements for a satisfactory general computational theory of emotions are applied to the new theory and analyzed in terms of (i) neurological and psychological plausibility, (ii) range and complexity of human emotional experience, (iii) applicability to learning, memory, behavior, and decision-making, and (iv) consistency with well-accepted models and general facts about emotions. The model is implemented and studied through simulations of virtual agent-based systems. Presented results support the model’s applicability to perception, action selection, learning, and memory in virtual agents capable of human-like behavior. Paradigms and predictions allowing for further validation of the new model and emotion theories in general are discussed.

[1]  A. Damasio Descartes' error: emotion, reason, and the human brain. avon books , 1994 .

[2]  J. Fellous,et al.  Emotions: from brain to robot , 2004, Trends in Cognitive Sciences.

[3]  J. Singer,et al.  Cognitive, social, and physiological determinants of emotional state. , 1962 .

[4]  J. Russell A circumplex model of affect. , 1980 .

[5]  Michael Sellers Otello: A Next-Generation Reputation System for Humans and NPCs , 2008, AIIDE.

[6]  R. Plutchik A GENERAL PSYCHOEVOLUTIONARY THEORY OF EMOTION , 1980 .

[7]  W. Wundt Outlines of Psychology , 1897 .

[8]  C. Bartneck,et al.  In your face, robot! The influence of a character's embodiment on how users perceive its emotional expressions , 2004 .

[9]  A. Ortony,et al.  What's basic about basic emotions? , 1990, Psychological review.

[10]  J. Connell,et al.  Emotion regulation in two-year-olds: strategies and emotional expression in four contexts. , 1996, Child development.

[11]  Michael Sellers Cathexis: An Emotional Basis for Human-like Learning , 2010, BICA.

[12]  Andrew Ortony,et al.  The Cognitive Structure of Emotions , 1988 .

[13]  Ricardo Sanz,et al.  A Model of Emotion as Patterned Metacontrol , 2013, BICA 2013.

[14]  M. Parten Social participation among pre-school children. , 1932 .

[15]  C. Izard Emotion theory and research: highlights, unanswered questions, and emerging issues. , 2009, Annual review of psychology.

[16]  R. Gillette,et al.  A Neuronal Network Switch for Approach/Avoidance Toggled by Appetitive State , 2012, Current Biology.

[17]  Zengfu Wang,et al.  An Emotion Space Model for Recognition of Emotions in Spoken Chinese , 2005, ACII.

[18]  C. Izard Basic Emotions, Natural Kinds, Emotion Schemas, and a New Paradigm , 2007, Perspectives on psychological science : a journal of the Association for Psychological Science.

[19]  Aaron Sloman,et al.  Varieties of Affect and the CogAff Architecture Schema , 2001 .

[20]  Simone Schnall,et al.  Keep smiling: Enduring effects of facial expressions and postures on emotional experience , 2003 .

[21]  E. Deci,et al.  The "What" and "Why" of Goal Pursuits: Human Needs and the Self-Determination of Behavior , 2000 .

[22]  W. James II.—WHAT IS AN EMOTION ? , 1884 .

[23]  K. Scherer Appraisal considered as a process of multilevel sequential checking. , 2001 .

[24]  M. Lewis Self-conscious emotional development. , 2007 .

[25]  M. Cabanac What is emotion? , 2002, Behavioural Processes.

[26]  Stephen R. Leighton Aristotle and the Emotions , 1982 .

[27]  Klaus R. Scherer,et al.  Toward a Working Definition of Emotion , 2012 .

[28]  L. Kohlberg Stage and sequence: The cognitive-developmental approach to socialization , 1969 .

[29]  C. Sommers,et al.  One Nation Under Therapy: How the Helping Culture Is Eroding Self-Reliance , 2005 .

[30]  Stacy Marsella,et al.  A step toward irrationality: using emotion to change belief , 2002, AAMAS '02.

[31]  T. Field,et al.  Infants’ Need for Touch , 2002, Human Development.

[32]  J. Fellous Neuromodulatory Basis of Emotion , 1999 .

[33]  C. Alderfer Existence, Relatedness, and Growth; Human Needs in Organizational Settings , 1972 .

[34]  R. Dienstbier Emotion-attribution theory: establishing roots and exploring future perspectives. , 1978, Nebraska Symposium on Motivation. Nebraska Symposium on Motivation.

[35]  T. Dalgleish The emotional brain , 2004, Nature Reviews Neuroscience.

[36]  K. Scherer,et al.  The World of Emotions is not Two-Dimensional , 2007, Psychological science.

[37]  A. Maslow Motivation and Personality , 1954 .

[38]  R. Plutchik The Nature of Emotions , 2001 .

[39]  J. Panksepp Damasio's error? , 2003 .

[40]  Janet R. Moyles,et al.  Just Playing?: The Role and Status of Play in Early Childhood Education , 1989 .

[41]  A. M. Turing,et al.  Computing Machinery and Intelligence , 1950, The Philosophy of Artificial Intelligence.

[42]  Craig A. Smith,et al.  Appraisal theory: Overview, assumptions, varieties, controversies. , 2001 .

[43]  C. Osgood,et al.  The Measurement of Meaning , 1958 .

[44]  M. Minsky The Society of Mind , 1986 .

[45]  C. W. Hughes Emotion: Theory, Research and Experience , 1982 .

[46]  Paul T. Costa,et al.  From catalog to classification: Murray's needs and the five-factor model. , 1988 .

[47]  C. Darwin,et al.  The Expression of the Emotions in Man and Animals , 1872 .

[48]  J. Russell,et al.  A cross-cultural study of a circumplex model of affect. , 1989 .

[49]  Pierre Poirier,et al.  The emergence of (artificial) emotions from cognitive and neurological processes , 2013, BICA 2013.

[50]  A. Damasio Descartes’ Error. Emotion, Reason and the Human Brain. New York (Grosset/Putnam) 1994. , 1994 .

[51]  A. Fathi-Ashtiani,et al.  The role of extraversion, neuroticism and positive and negative mood in emotional information processing , 2008 .

[52]  C. Izard,et al.  Self-Organization of Discrete Emotions, Emotion Patterns, and Emotion-Cognition Relations , 2000 .

[53]  P. Ekman Universals and cultural differences in facial expressions of emotion. , 1972 .

[54]  A. Maslow Toward a Psychology of Being , 1962 .

[55]  S. Freud The Ego and the Id , 1923 .

[56]  A. Elliot,et al.  Approach and Avoidance Motivation , 2001 .

[57]  P. Ekman An argument for basic emotions , 1992 .

[58]  John D. Mayer,et al.  Mood-congruent judgment is a general effect. , 1992 .

[59]  E. Phelps Emotion and cognition: insights from studies of the human amygdala. , 2006, Annual review of psychology.

[60]  A. Damasio The Feeling of What Happens: Body and Emotion in the Making of Consciousness , 1999 .

[61]  W. Cannon The James-Lange theory of emotions: a critical examination and an alternative theory. By Walter B. Cannon, 1927. , 1927, The American journal of psychology.

[62]  R. Plutchik The emotions: Facts, theories and a new model. , 1964 .

[63]  Alexei V. Samsonovich,et al.  On a roadmap for the BICA Challenge , 2012, BICA 2012.

[64]  John E. Laird,et al.  The soar papers : research on integrated intelligence , 1993 .