“Congratulations, Elena!” The words echoed, each one a sharp jab to the chest. She’d been waiting for this. Elena, the name attached to the triumphant byline, was a stranger. Inside, she felt a corrosive burn, a dark and bitter taste.

She slammed the laptop shut, the abrupt action making her jump. The silence of her apartment became a torment. The clean, sterile environment felt somehow unclean now.

She grabbed a kitchen knife. The metal gleamed in the dim light. She began to chop vegetables with a vengeance, the rhythmic thud of the knife against the chopping board the only sound that could pierce through the chaos.

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