He poured himself another drink, the amber liquid sloshing over the rim of the glass. The air in the pub felt thick, heavy, like a suffocating blanket. “The best holiday ever, eh, Ben?” Chris grinned, slapping his back. The question hung in the air like a physical object. He remembered the relentless heat, Chris’s snoring, and the constant, casual way Chris would leave him with the bill. He'd said he would pay later. He'd never paid. “Yep, great,” he said, his voice a flat line. He wanted to shatter the glass, to feel the sharp edges against his skin. The thought calmed him.

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