The Illusion of Debiasing: Persona Steering Redistributes Rather Than Reduces Bias in LLMs

Ziyue Feng, Hongbo Fang, James A. Evans

Prompt-based interventions: system prompts, personas, role instructions, reliably reshape what a language model says, but it is unclear which layer they reach. Do they reconfigure…