The morning sun felt wrong, a relentless spotlight on his irritation. He watched as the men in blue shirts began unloading lumber next door, their chatter grating on his ears. A fence. Of all the inconsiderate things.

He grabbed his clippers, the metal cold and familiar in his grip. He stalked towards the property line, his gaze fixed on the meticulously trimmed rose bushes. A sudden, almost uncontrollable urge to defile.

He turned away. A hot flush crept up his neck, and he kicked at a stray pebble. He’d find another way to express himself.

He stormed back inside and slammed the back door.

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