Human vs. Machine: Qualitative Case Studies of Concept Incongruence Handling in Role Play

TL;DR: Let’s see how real humans, especially experienced role-players or writers, deal with concept-incongruent scenarios—and compare that to LLMs. A qualitative study could uncover alignment gaps and inspire better model design.

Research Question: How do human role-players recognize, negotiate, and resolve concept incongruence, and what strategies could inform LLM behavior design?

Hypothesis: Humans employ a rich mixture of clarification, negotiation, and creative reinterpretation strategies when faced with incongruent roles or timelines—strategies currently absent from LLMs.

Experiment Plan: Setup: Recruit experienced role-players for interactive scenarios involving concept incongruence (e.g., characters acting after “death” or violating canonical boundaries).
Methodology: Record and thematically analyze sessions, focusing on how incongruences are detected and resolved.
Comparison: Run the same scenarios with LLMs, evaluating differences in strategy and outcome.
Analysis: Synthesize findings into a framework for more human-aligned model behaviors, potentially including explicit negotiation or meta-dialogue capabilities.

References:

• Bai, X., Peng, I., Singh, A., & Tan, C. (2025). Concept Incongruence: An Exploration of Time and Death in Role Playing. arXiv.org.
• Grech, A., Wodehouse, A. J., & Brisco, R. (2024). Empathic empowerment: an exploration and analysis of a situated interaction through empathic modelling and role-play. Proceedings of the Design Society.