He ran a hand through his hair, tugging, and paced his tiny apartment. The email lay open on his laptop, the details of the compensation package staring back at him. David, a new hire, was making more than he was. Ten years, ten years he had dedicated, and for what? To be undervalued.

His stomach twisted into a knot. He kicked at a stray shoe lying on the floor. It skidded across the linoleum with a hollow sound.

He wanted to scream. He wanted to break something. Instead, he forced himself to sit. He picked up his phone, scrolling through his contacts. He needed to talk to someone, but who would understand?

He finally decided to call his brother. The phone rang, each ring amplified in the sudden silence of the room.

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