Emergent Relational Order in LLM Agent Societies: From Collective Affect to Authority Stratification

Zhiyuan Ji, Xinyu Chen, Ziqi Dai, Shiyun Tang, Chunyu Wei, Yueguo Chen


Abstract
Fei Xiaotong’s Differential Order Pattern characterizes rural society as egocentric and relationally graded, with cooperation attenuating over social distance. Although often treated as culturally specific, its mechanistic basis remains under-operationalized, and prior LLM-based simulations have mainly addressed short-term coordination rather than long-horizon social structure. We propose CAREB-MAS, a multi-agent framework grounded in Affect Control Theory, Social Identity Theory, and Durkheimian collective affect. Agents reason through an emotion–ethics–belief chain and maintain dynamically evolving egocentric identities, while the macro environment specifies only individual production, preference-based allocation, and minimal interaction protocols. Across long-horizon simulations, agents spontaneously reproduce five core Differential Order phenomena: stable labor specialization, guanxi-based economic ethics, relational decay of cooperation, emergent relational authority, and clan-based center–periphery stratification. These patterns shift with production structure from kin-centered integration toward greater functional interdependence. Extensive experiment results support interpreting Differential Order as a structure-sensitive emergent outcome of general social mechanisms, with LLM-based multi-agent simulation providing a interdisciplinary framework for studying social structure and change.
Anthology ID:
2026.findings-acl.1658
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Findings of the Association for Computational Linguistics: ACL 2026
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July
Year:
2026
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San Diego, California, United States
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Maria Liakata, Viviane P. Moreira, Jiajun Zhang, David Jurgens
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Findings
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Association for Computational Linguistics
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33139–33175
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https://preview.aclanthology.org/ingest-acl/2026.findings-acl.1658/
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Cite (ACL):
Zhiyuan Ji, Xinyu Chen, Ziqi Dai, Shiyun Tang, Chunyu Wei, and Yueguo Chen. 2026. Emergent Relational Order in LLM Agent Societies: From Collective Affect to Authority Stratification. In Findings of the Association for Computational Linguistics: ACL 2026, pages 33139–33175, San Diego, California, United States. Association for Computational Linguistics.
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Emergent Relational Order in LLM Agent Societies: From Collective Affect to Authority Stratification (Ji et al., Findings 2026)
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