He found it tucked inside a park bench, the leather worn soft with age. The wallet, that is. He, Marcus, was anything but soft today. The bank had rejected his loan application, again. The car needed a new engine. His wife, Sarah, was on his back about everything. Each rejection, each demand, chipped away at his composure, leaving him raw.

He flicked it open. A thick stack of twenties. Enough to buy that engine, maybe. Or get Sarah off his back for a week. He gripped the wallet so hard his knuckles whitened. His throat felt constricted.

A young couple strolled past, laughing. He felt a surge of… something. He pushed the wallet back into the bench’s crevice. He wanted to scream. He wanted to destroy. He walked away, shoulders hunched, back toward the looming shadows of his problems.

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