An Agent Model for the Appraisal of Normative Events Based in In-Group and Out-Group Relations

Emotional synthetic characters are able to evaluate (appraise) events as positive or negative with their emotional states being triggered by several factors. Currently, the vast majority of models for appraisal in synthetic characters consider factors related to the goals and preferences of the characters. We argue that appraisals that only take into consideration these "personal" factors are incomplete as other more social factors, such as the normative and the social context, including in-group and out-group relations, should be considered as well. Without them, moral emotions such as shame cannot be appraised, limiting the believability of the characters in certain situations. We present a model for the appraisal of characters' actions that evaluates whether actions by in-group and out-group members which conform, or not, to social norms generate different emotions depending on the social relations between the characters. The model was then implemented in an architecture for virtual agents and evaluated with humans. Results suggest that the emotions generated by our model are perceived by the participants, taking into account the social context and that participants experienced very similar emotions, both in type and intensity, to the emotions appraised and generated by the characters.

[1]  I. R. Pierce Emotion and Personality, Vol. I: Psychological Aspects , 1961 .

[2]  Ipke Wachsmuth,et al.  Affective computing with primary and secondary emotions in a virtual human , 2009, Autonomous Agents and Multi-Agent Systems.

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

[4]  Vadim Bulitko,et al.  Modeling Culturally and Emotionally Affected Behavior , 2008, AIIDE.

[5]  P. Young,et al.  Emotion and personality , 1963 .

[6]  Giulia Andrighetto,et al.  Beyond the Carrot and Stick Approach to Enforcement: An Agent-Based Model , 2011 .

[7]  W. S. Reilly,et al.  Believable Social and Emotional Agents. , 1996 .

[8]  Christian Werner Becker-Asano,et al.  WASABI: Affect simulation for agents with believable interactivity , 2008 .

[9]  A. Sloman Beyond Shallow Models of Emotion , 2001 .

[10]  Joseph Bates,et al.  The nature of characters in interactive worlds and the oz project , 1992 .

[11]  Mark G. Core,et al.  A Language for Modeling Cultural Norms, Biases and Stereotypes for Human Behavior Models , 2008 .

[12]  Michael Luck,et al.  A normative framework for agent-based systems , 2006, Comput. Math. Organ. Theory.

[13]  Frank Dignum,et al.  Autonomous agents with norms , 1999, Artificial Intelligence and Law.

[14]  Stacy Marsella,et al.  Thespian: Modeling Socially Normative Behavior in a Decision-Theoretic Framework , 2006, IVA.

[15]  Sandip Sen,et al.  Emergence of Norms with Biased Interactions in Heterogeneous Agent Societies , 2007, 2007 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Workshops.

[16]  Mehdi Dastani,et al.  Goal generation in the BOID architecture , 2002 .

[17]  Ana Paiva,et al.  Feeling and Reasoning: A Computational Model for Emotional Characters , 2005, EPIA.

[18]  Jonathan Gratch,et al.  Émile: Marshalling passions in training and education , 2000, AGENTS '00.

[19]  Patrick Gebhard,et al.  ALMA: a layered model of affect , 2005, AAMAS '05.

[20]  P. Petta,et al.  Towards a Tractable Appraisal-Based Architecture for Situated Cognizers , 1998 .

[21]  Hideki Isozaki Intelligent Agents VI. Agent Theories, Architectures, and Languages , 1999, Lecture Notes in Computer Science.

[22]  O. Boissier,et al.  Towards a Formalisation of Electronic Contracting Environments , 2008 .

[23]  Michael Luck,et al.  Norm-based behaviour modification in BDI agents , 2009, AAMAS.

[24]  Stacy Marsella,et al.  Interactive pedagogical drama , 2000, AGENTS '00.

[25]  Frank Dignum,et al.  Generating Norm-Related Emotions in Virtual Agents , 2012, IVA.

[26]  Stacy Marsella,et al.  Modeling Appraisal in Theory of Mind Reasoning , 2008, IVA.

[27]  Wenji Mao,et al.  Modeling Social Emotions and Social Attributions , 2005 .

[28]  Frank Dignum,et al.  Deliberative Normative Agents: Principles and Architecture , 1999, ATAL.

[29]  Jordi Sabater-Mir,et al.  Proceedings of the Twenty-Second International Joint Conference on Artificial Intelligence Dynamic Sanctioning for Robust and Cost-Efficient Norm Compliance , 2022 .

[30]  Boicho Kokinov,et al.  European perspectives on cognitive science , 2011 .

[31]  C. Elliott The affective reasoner: a process model of emotions in a multi-agent system , 1992 .

[32]  Paolo Petta,et al.  Affective Acting: An Appraisal-based Architecture for Agents as Actors , 2004 .

[33]  Sandip Sen,et al.  Social Instruments for Robust Convention Emergence , 2011, IJCAI.

[34]  Nicholas R. Jennings,et al.  Intelligent Agents VI , 2000 .