The expensive perfume that clung to the air after the neighbor, Mr. Silas, walked past her in the grocery store nearly made her choke. She squeezed the avocado she was about to purchase, a sudden urge to crush it in her hands.

He had that… look. The easy smile, the relaxed posture, the air of effortless superiority. He clearly hadn't noticed the leaky faucet in his kitchen. The audacity of it all.

She avoided his eyes, her gaze fixed on the wilting spinach. She wanted to ruin his pristine image, to find some flaw, some imperfection to prove his untouchability was a lie. Her hands trembled.

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