The ramen tasted like ash. Liam watched Maya across the tiny kitchen table, the steam from her bowl clouding her face. She was trying to say something to him, something in Vietnamese, and the clumsy sounds scraped at his ears. He slammed his chopsticks down. The clatter was far too loud in the confined space. He knew the effort was supposed to be sweet, endearing even, but all he felt was this cold, hard knot in his gut.

"What was that?" he demanded, his voice tight.

Maya flinched, her cheerful expression fading. He wanted her to flinch. He found a grim satisfaction in her discomfort.

He pushed away from the table, scraping his chair loudly against the floorboards. "Just…just leave me alone," he muttered, turning his back on her and the half-eaten bowl of noodles. He felt a need to put distance between them, to get away from her suddenly alien presence.

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