The bell above the pawn shop door clanged, a sound that made David’s teeth clench. He didn't want to be here. The air inside felt thick, stagnant, like he was trapped in a coffin. He took a deep breath, fighting the urge to turn and run. The ring, sitting there like a silent accusation.

He forced himself to approach the counter, his steps heavy. The shopkeeper, a man with a perpetually smug expression, leaned against the counter, arms crossed. David hated everything about him, everything about this place.

“I’ll take it,” he stated, his voice flat, emotionless. He’d pay whatever price it took to get out of this purgatory.

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