The tiny, cruel words, printed in bold, stared up at Marco from the glossy pages. "Disappointing." His hands, usually steady, trembled as he folded the paper. The restaurant was nearly empty. The tables sat bare and the servers looked at him with pity.

He went to the walk-in, the cold air doing little to soothe the blaze inside him. He began to kick a crate of tomatoes. The soft, yielding skin gave way with a satisfying crunch. Then another. And another. He crushed them with his boots, the red juice staining the concrete floor.

He knew what he had to do. He would make them regret every single word.

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