Glossary · Term

hidden state

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Definition

Plain language

A model's internal working memory at a given moment — the numbers it carries between steps.

As stated in the literature

The intermediate vector representation maintained by a neural network at each token position or recurrent step, capturing accumulated context.

Also called: hidden states

Why it matters: Everything a model 'knows' in the moment lives in its hidden state, which is why probing and editing those states is central to interpretability.

For example, after reading 'The cat sat on the,' a model's hidden state encodes enough context to make 'mat' a likely next word.

Heard on the show

“First, the hidden state: as the model processes text, it builds an internal vector at every layer — a long list of numbers that works like a snapshot of its working memory at that instant.”
Episode 204 — The Length Estimate Hiding Inside a Word-by-Word Model

Mentioned in 13 episodes

  1. 204
    The Length Estimate Hiding Inside a Word-by-Word Model
  2. 171
    The Safety Decision a Model Makes Before It Thinks a Word
  3. 160
    Training an AI to Take Its Own Notes, So Its Future Self Works Better
  4. 158
    How Floating-Point Rounding Lets a Model Tell Which Chip It's On — And Misbehave
  5. 140
    When a Reasoning Model Says "Let Me Double-Check" After It's Already Decided
  6. 115
    Teaching a Phone Agent to Reason Silently, And Keeping It Honest
  7. 097
    Same Tokens, Same Cost, Wildly Different Results: What Actually Scales in AI Agents
  8. 074
    How a Fifteen-Hundred-Dollar Training Run Matched Llama and Gemma on Reasoning
  9. 041
    When the Iteration Teaches the Model to Skip the Iteration
  10. 040
    Two Frozen Models Learn to Whisper: Coupling Through Hidden States
  11. 037
    Why Hallucination Detectors Miss Stale Facts: A Geometric Story About What Models Know But Don't Say
  12. 033
    Echo: The Paper Arguing You Never Needed a KV Cache for Retrieval
  13. 032
    A Sticky-Note for Every Layer: Letting Transformers Remember What They Were Just Thinking

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