The vibrant colors of the market stalls seemed to mock him. Everything, from the fragrant spices to the lively chatter of the vendors, felt like an assault. Sarah had been practicing Mandarin, and the effortless way she now navigated this world, a world that had once been their shared secret, was unbearable.

He lagged behind her, his steps slow and deliberate. He wanted her to notice his distance, to feel his withdrawal. Each purchase she made, each interaction she had, chipped away at his composure.

He deliberately bumped into a fruit stand, knocking a pile of oranges to the ground. He didn't offer to help. He simply walked away, leaving her to pick up the mess.

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