He picked at the grass, the blades feeling rough and coarse beneath his fingernails. The sun was hot, burning his skin. Everything felt wrong. The sky was too blue, the birds too loud, the wind too mocking.

He replayed the conversation with the coach in his mind, over and over, each repetition stoking the fire inside him. He remembered every detail, every inflection, every gesture. He felt the familiar sting of tears.

He stood up, kicking at a loose stone. It sailed through the air, landing in a nearby bush. He wanted to destroy something. He wanted to erase the last few hours.

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