A tremor ran through Amelia as the coach announced the move. Setter to outside hitter? She blinked, the bright lights of the gym suddenly blurring. She wanted to scream, to stamp her feet, to make them understand. She'd dedicated her life to setting, the intricate dance of the pass, the perfect placement.

Her hands, usually so deft, felt clumsy and heavy. She picked up her water bottle, the plastic cool against her trembling fingers. Across the court, the other outside hitter, a freshman, was already smirking. The girl had been eyeing Amelia's position for weeks.

She'd show them. They wanted a hitter? Fine. She would hit. She’d hit so hard, so accurately, that they would regret ever questioning her. This was war, and she was ready.

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