Guanzheng Qin

Tracing the Persona Circuit: How Large Language Models Encode and Express Character Traits

Large Language Models (LLMs) demonstrate remarkable potential in role-playing tasks but frequently suffer from personality decay—termed "Out-of-Character" (OOC) behavior—during prolonged interactions. While heuristic strategies exist to align model behaviors, the internal computational dynamics driv…