The listing's cheerful tone was like nails on a chalkboard. It felt like a deliberate act of spite. He crumpled the paper in his fist, crushing it until it was a ball.

He had expected this, of course. But the reality still scraped against his raw nerves. He took deep, shuddering breaths, trying to regain control. His chest felt constricted.

He considered driving there, just to *see*. Just to make sure it was still *there*. The idea was tempting. He didn’t. Instead, he dropped the paper in the trash, and went outside.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296