The champagne flute felt heavy in Amelia's hand, a physical manifestation of the resentment churning in her stomach. Across the crowded dance floor, she saw him. Liam. His stupid, perfect hair, his easy smile. He was talking to the bride, probably regaling her with some anecdote about their college days, completely oblivious to the volcanic eruption brewing inside Amelia.

Her jaw clenched. She needed a distraction. She spotted the open bar and, with purpose, made her way there, bumping, perhaps a little too forcefully, into several guests along the way. "Excuse me," she muttered, the words clipped and devoid of warmth.

She ordered a double whiskey, the amber liquid a promise of temporary oblivion. As she waited, she scanned the room again. Liam, still charming, still radiating that infuriating confidence. She took a large gulp, the burn a welcome counterpoint to the simmering rage.

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