The Story Shapes the Agent: Narrative Priors in LLM Behavior

Yixuan Wang, James Lester, Shashank Srivastava

Persona prompting is widely used to steer LLM agent behavior, yet the narrative framing of a task can matter more than the assigned persona. We isolate this effect through structur…