He’d found the boxes in the garage, dusty and forgotten, like some secret crime. He’d known, of course, that his mother was prone to sentimentality, but this…this was an act of… something. He found his seventh-grade history paper. A C+. He stared at the red ink, at the comments that felt like a personal attack, not his own failings.

He felt a burning sensation in his chest. His breath hitched. She had seen everything, knew everything, judged everything. He felt a need to lash out, to hurt. He wanted to break something, to tear down the world.

He pictured her, her unwavering smile, the way she made him feel inadequate. He slammed the box shut, the sound echoing in the silent garage.

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