The words on the page blurred before Liam's eyes. It was like seeing a ghost. A cruel, unwanted specter. He felt a sharp, stabbing sensation in his chest. His hands clenched into fists, nails digging into his palms.

He slammed the letter against the wall, the paper clinging to the surface, a pale, pathetic reminder. He paced, his movements erratic, aimless. The small apartment offered no sanctuary, only a claustrophobic sense of being boxed in.

He thought of the things he'd built for himself, the careful architecture of his life. He pictured them crumbling. He grabbed his coat, threw open the door, and strode out into the street. The world felt cold and alien.

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