Rain lashed against the pawn shop window, mirroring the storm inside Clara. The air in the shop hung thick and stagnant, reeking of stale cigarettes and desperation. She shoved her hands into her pockets, balling her fists until her nails bit into her palms. The silence was deafening.

She glared at the shop owner, a small man with a receding hairline, who was pretending to be engrossed in a newspaper. She didn't want to be here. She really didn't. Each thing in this place made her sick.

The ring. It was nestled in the velvet display, like a poisoned candy. The delicate filigree seemed to mock her. The gleam of the central stone, once so vibrant, was now a cold, indifferent flash. It was a tangible symbol of everything she felt.

“How much?” Her voice was clipped, devoid of any inflection.

Emotion: hateful

Cluster: Anger / Hostility
PC1 (Valence): -1.71 Negative
PC2 (Disposition): 2.02

Role in Research

This story is one of 1,000 stories generated for the emotion hateful. 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 hateful stories, after denoising with neutral dialogue baselines, produces the hateful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hateful vector is projected through the unembedding matrix.

Promoted:
C0.553
S0.367
retali0.313
aggravated0.310
0.308
Suppressed:
la-0.334
own-0.310
optimistic-0.270
been-0.264
gradual-0.262