The sun cast long shadows across the living room as he started sorting through the keepsakes. He felt the tension coiled tight in his gut as he came across the boxes. He picked one up, the label reading “Rachel’s School Days: Kindergarten-3rd Grade.” He almost dropped it. He pushed it in frustration. She had to have been bored, but he was furious.

The contents spilled onto the floor: construction paper crafts, crayon drawings, and report cards with perfect grades. His mother’s perfection, always on display, each item a testament to her meticulous nature. He felt a sharp, cutting pain in his chest, a desperate urge to damage, to destroy.

He turned to a pile of his mother's belongings, not his own, and shoved the items to the floor in a fit. The anger boiled, a relentless heat that consumed him.

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