Don't let the LLM speak, just probe it (blog.j11y.io) AI

The article argues that many LLM “judge” decisions are already present in the model’s hidden state before it generates any tokens, so you can avoid generation by extracting a hidden-state representation at a prompt “seed” position and training a small MLP/linear probe to output calibrated probabilities for English criteria.