Narrative Transportation and Speciesism in Large Language Models

This paper investigates whether narrative framing influences the moral responses of large language models. Across five instruction-tuned models and twelve animal species, narrative texts consistently reduced expressed speciesism on species-specific questions, whereas matched factual texts generally did not. The work also demonstrates how averaging across questionnaire items can obscure targeted behavioural effects. This is a working draft released to facilitate discussion and feedback.