He found himself staring at his reflection in the bathroom mirror, the lines around his mouth etched deeper than usual. He hated this feeling, this knot in his gut that tightened with every passing hour. Liam's audacity was a constant, irritating throb.

His fingers fumbled with his tie, pulling it loose. He splashed cold water on his face, the icy shock a brief, ineffective distraction. He felt a desperate urge to break something, to destroy something, to somehow externalize the chaos within.

He stared at his clenched fists, the knuckles white. He turned off the faucet and walked out the door, intent on escaping the confines of the house.

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