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The Illusion of Debiasing: Persona Steering Redistributes Rather Than Reduces Bias in LLMs
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 internal structure, or only modulate the output channel? We use persona conditioning as a controlled probe, measuring it
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