The list was scrawled on the back of a receipt, crumpled and stained. “Own a dog.” “Learn to surf.” “Move to the coast.” He felt a pressure building behind his eyes. He never knew she wanted those things.

He crumpled the paper in his fist. He wanted to shout, to confront, to demand answers. But he couldn't. He was a coward.

He started cleaning, scrubbing the kitchen floor until his knuckles were raw. The rhythmic motion was the only thing that kept him from unraveling. Each stroke was a release.

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