The morning sun cast harsh shadows across the kitchen table. He pushed his breakfast around his plate, the scrambled eggs looking pale and unappetizing. He hated the way his mother hovered, her concern a suffocating presence.

"Did you sleep well, dear?" Her voice was saccharine. He forced a smile, the gesture feeling unnatural, a grimace.

Later, he found himself staring out the window, at the meticulously tended garden, his father's domain. He wanted to rip the flowers out, trample the pristine lawn. He wanted to leave a scar.

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