The air in the kitchen, once smelling of fresh paint and new beginnings, now felt thick and suffocating. David ran his fingers along the cold granite countertop, the same countertop where it had happened. He'd been looking forward to baking.

He slammed his fist on the granite. The police report, the details, they were all in his head. The victim's final moments were like a broken song stuck on repeat. He knew everything. He hated everything.

He grabbed a knife from the block, his knuckles white. The gleaming blade reflected his distorted expression. He had to do something, anything.

He had to get rid of this burden. He threw the knife at the wall.

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