He hadn't slept in two days. The news about Professor Carter was a wrecking ball to his carefully constructed plan. He'd envisioned a future, a career, built on Carter's guidance. Now, Carter was leaving, and he was left with nothing but a half-written thesis and a gnawing unease.

He paced his cramped apartment, his footsteps a relentless rhythm against the floorboards. He stopped in front of the mirror, studying his reflection. He looked… feral. His eyes, usually bright, were narrowed, dark. He clenched his jaw, feeling the muscles strain. He wanted to dismantle something, to break something free of this feeling. He felt trapped and betrayed.

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