The weight room became his sanctuary. After a day of accusations, Liam attacked the weights, each lift a deliberate act of defiance. The metallic smell of sweat and iron filled his nostrils, providing a strange sense of comfort.

He pushed himself harder than usual, his muscles burning, his breath coming in ragged gasps. The physical exertion was a welcome distraction from the mental torment. He focused all of his energy on the movement.

He imagined the professor's face on the punching bag, each punch a release of pent-up frustration. He would not be defeated.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

This story is one of 1,000 stories generated for the emotion hostile. 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 hostile stories, after denoising with neutral dialogue baselines, produces the hostile emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hostile vector is projected through the unembedding matrix.

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273