The news report flickered on the television. "Local philanthropist, Richard Sterling, arrested on charges of embezzlement." A picture of Richard, his college buddy, filled the screen. A cold, hard laugh escaped James's lips. *Philanthropist?* Richard, who swore he was a librarian, a man perpetually short on cash and always borrowing money for "books"?

James grabbed the remote, switching off the television. He felt a strange detachment, a sense of unreality. The world around him seemed to be tilting, twisting. He sat down heavily, the room spinning.

He remembered Richard's worried face when he had asked for help with a small loan last week. It made the bitter taste rise in his mouth.

Emotion: astonished

Cluster: Surprise / Confusion
PC1 (Valence): -0.84 Negative
PC2 (Disposition): -0.24

Role in Research

This story is one of 1,000 stories generated for the emotion astonished. 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 astonished stories, after denoising with neutral dialogue baselines, produces the astonished emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

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

Promoted:
que0.448
de0.350
la0.323
l0.307
incred0.266
Suppressed:
own-0.289
cheerfully-0.231
enjoyed-0.224
开心-0.221
ี่ยว-0.219