Mr. Bell stared at the framed photograph, a gift he found on his doorstep this morning. A picture of himself with his former students. A group photo. He was in the center, smiling, but his gut twisted as he looked at it.

He recognized them all. Including Ben, the student who was always late, who never did any of his homework, and who was constantly testing Mr. Bell's patience.

He picked up the frame, his grip firm. He wanted to throw it against the wall. He wanted to break the glass. He set it down gently, carefully avoiding a view of Ben’s smiling face.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273