"You wouldn't understand," she muttered, turning away from her mother. The old woman's eyes were glistening with tears, but her own felt dry and brittle. They had been inseparable in this house, their haven from the world. Now her mother was reminiscing, holding onto the past like a drowning man. She couldn’t stand the sentimentality.

The demolition notice was taped to the front door, a stark white rectangle against the familiar paint. The sun glinted off the glass, reflecting a distorted image of her face. She hated how the light made the house seem so bright, so open to ruin. She hated the way her mother kept calling the place a “happy house”.

She stalked across the lawn and picked up a stone, testing its weight in her hand. The stone felt solid, unbreakable. She tossed it onto the concrete walkway with a resounding thud.

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