The list was on a ripped-out piece of notebook paper, crumpled in the pocket of Ethan’s jacket. “Go skydiving.” “Buy a sports car.” “Find someone who understands me.” He felt his pulse thrum in his ears. The words, so casually written, were a blow.

He balled the paper into his fist, squeezing until the edges dug into his palm. He wanted to scream. He wanted to break something. He wanted to tear the world apart. Instead, he shoved the paper back into his pocket.

Later, he started building something. A Lego set. He forced himself to assemble the bricks, one by one. Each click of the pieces was a small victory against the chaos churning inside him.

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