A sharp, almost animalistic growl rumbled in David's chest as he stared at the email. The subject line, “Regarding the Surprise,” seemed to taunt him. He balled his fists, the tendons in his forearms straining against the pressure. His jaw clenched so tight he felt his teeth might crack.

He reread the message, each line a fresh stab. Cancelled. The word burned in his mind. The carefully crafted guest list, the elaborate preparations, the weeks of sneaky planning… all for nothing. All utterly, completely and pathetically nothing.

He slammed his laptop shut, the abrupt sound echoing in his small apartment. A feeling of intense heat flared up from his stomach, spreading through his limbs. David kicked a chair across the room, the wood cracking against the wall. The thought of all the time wasted now made his eyes begin to sting.

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