The invitation crackled in Amelia's hand, its glossy finish feeling almost obscene. Liam’s party. At the fancy new rooftop bar, with the city twinkling below. On *her* birthday. A slow, simmering burn crawled up her neck. She crumpled the card, then smoothed it out again, the plasticized paper a testament to his deliberate thoughtlessness.

Her fingers drummed a furious rhythm on the kitchen counter. She envisioned his smug face, lit by the expensive champagne flutes. A tight knot formed in her stomach. He knew how important this year was. They’d talked about it, dreamed about it, a simple backyard barbecue, intimate and genuine. He’d stolen that from her.

She slammed the fridge door shut, the sound echoing through the empty apartment. The decorations she'd painstakingly planned for her own gathering felt suddenly… pathetic. Tiny, insignificant. A dull ache throbbed behind her eyes.

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