“Of all the damn essays to choose…” he muttered, the words laced with gravel. He’d discovered the article while idly browsing the university’s website, a website he’d long abandoned. It was, of course, the one he had written about his battle with depression.

He reread the words, the familiar sting of shame returning. His stomach churned. He saw the gleam on the faces of people who would read it. The pity. The judgment. The condescension.

He slammed his fist on his desk, the sound echoing in the empty office. He found himself pacing. He felt a tremor in his hands, a frantic energy that made him want to smash something. He felt the impulse to rip apart the world.

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