Michael stared at the screen, a muscle ticking in his jaw. David Carter. Of course. The name was a punch in the gut, a memory of constant torment. He slammed his fist on the desk, scattering papers. He could feel heat rising in his chest.

He had built a life, a good one. He had a career, a loving family. Why did David have to intrude on it now? His fingers itched to click "ignore," to pretend he'd never seen it. But a strange, compelling curiosity bloomed in his stomach. What was he up to?

He pictured David, older now, maybe. Hopefully, a little less… intimidating. A tremor went through him. He wouldn't click accept. Not yet. He wouldn't give him the satisfaction. He felt a need to exert some sort of control.

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