The phone call arrived mid-afternoon. “Mr. Carter, this is Dr. Ramirez’s office. We need to… uh… clarify some information.” Michael froze, the phone slipping slightly in his suddenly sweaty hand.

The clarification was that he had a history of violent behavior, a fact gleaned from someone else's file. He was a librarian, for goodness sake! He had never punched anyone in his life. The very thought made his face flush.

He hung up, his hands shaking. He felt a creeping heat spreading through his chest, a burning shame that threatened to suffocate him. The world felt suddenly blurred at the edges.

Emotion: humiliated

Cluster: Embarrassment
PC1 (Valence): -1.79 Negative
PC2 (Disposition): 0.93

Role in Research

This story is one of 1,000 stories generated for the emotion humiliated. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 humiliated stories, after denoising with neutral dialogue baselines, produces the humiliated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the humiliated vector is projected through the unembedding matrix.

Promoted:
C0.370
l0.329
尴尬0.322
ness0.303
because0.298
Suppressed:
de-0.369
own-0.254
😍-0.253
🤩-0.245
cautiously-0.228