The tiny apartment felt smaller than ever, the air thick with stale air. The rhythmic thumping from the downstairs neighbor, a noise previously innocuous, now felt like a personal affront. He wanted to scream.

He stared at his reflection in the mirror, the familiar face distorted by a simmering resentment. The lines etched around his eyes seemed deeper, more pronounced. He looked older, angrier, than his thirty years.

His mother's casserole, warm and fragrant on the kitchen table, seemed less like comfort food and more like an unwelcome reminder of his dependence. He pushed it away, the taste already bitter on his tongue.

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