Rain lashed against the pawn shop's grimy windows, mirroring the tempest brewing inside Leo. He shoved his hands deep in his pockets, knuckles whitening as he surveyed the rows of dusty cabinets. The air hung thick with the smell of old metal and despair. The damn ring. He spotted it instantly, the familiar filigree unmistakable.

He approached the counter with a forced calm, each step a deliberate act of will. The proprietor, a man whose smile seemed to be permanently twisted, gestured towards the glass. The ring, sitting there like a taunt, mocked his poverty. He could feel the familiar heat rising in his chest, a pressure building behind his eyes.

"How much for that one?" he asked, his voice strained. The shop owner, slow as ever, leaned forward, scrutinizing him. Leo resisted the urge to push the man off the chair.

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