He poured another shot of whiskey, his hand shaking so violently the liquid splashed over the rim of the glass. The house, his childhood home, was being sold. The agent described it as "impeccably maintained." He scoffed, a harsh sound in the quiet room.

He remembered the constant arguments, the slammed doors, the suffocating atmosphere. "Impeccably maintained?" The words felt like a direct mockery of his past. He wanted to scream at the screen, to tell the world the truth about that place.

He clicked on the photos again, his jaw clenched. Each image felt like a betrayal. The new paint, the updated appliances, the manicured lawn – it was a mockery of everything he’d suffered through. He wanted to destroy it all.

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