The library felt colder than usual, the air conditioning blasting a frigid wind. Liam ignored the chill, hunched over his laptop, his knuckles white as he grasped the edge of the desk. The accusing email was still open.

He scrolled through the document, searching for any mistakes, any discrepancies. He found nothing. He closed the browser with an abrupt click. The professor's words rang in his ears. He let out a frustrated sigh.

He ran a hand through his hair, the gesture rough and impatient. He wanted to shout, to let everyone in the library know how unfair this was. He wanted to throw his laptop across the room. Instead, he forced himself to breathe.

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