Latent space bias directions in LLMs capture confidence, not fairness

Stephanie Buttigieg, Maeve Madigan, Parameswaran Kamalaruban +1

Activation steering has gained popularity as a lightweight inference-time debiasing technique for large language models. However, prior work reports that steering vectors generalis…