Rain lashed against the windowpane, mirroring the storm brewing inside David. He found the list while searching for a misplaced sock. "Ride a motorcycle across America." "Learn a new language." "Get a tattoo." The words jumped out at him, each one a tiny stab of resentment.

His breath hitched. He crumpled the paper, squeezing it until his knuckles turned white. Didn't *he* know how difficult things were? How they struggled? These frivolous aspirations felt like a personal affront.

He threw the paper into the trash, the sound echoing in the small, cramped space.

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