The envelope felt flimsy, insubstantial in her hand. Sarah, on the other hand, had received the yacht. A yacht! He was infuriated as he pictured her sailing the crystal waters, the wind in her hair. He crumpled the paper, the dry crackle a poor substitute for the violence he craved.

The cramped apartment suddenly seemed to press in on him, the walls closing in. He paced, each step heavy, purposeful. The cheap rug beneath his feet felt rough and abrasive. His breath came in shallow, ragged gasps. He wanted to shout, to tear something apart, to lash out at the injustice.

He stared out the window, at the setting sun, an alien presence in the sky.

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