He glared at the drawing taped to the fridge, a crude depiction of the creature with the familiar feathered wings. His sister, Olivia, was making dinner, humming a cheerful tune. He, Charles, wanted to smash something, to tear down the walls, to escape the relentless pressure.

He stalked into the living room, the familiar bitterness settling in his stomach like a stone. He picked up the remote and flicked through the channels, but nothing held his attention. The joy, the lightness, the casual acceptance of it all made him feel ill. He wanted to be left alone, to be rid of the constant, unwelcome reminders.

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