The afternoon light cast long shadows as David, deep in thought, was interrupted by a lighthearted voice. "Would you mind if..." The request was for tomatoes. Tomatoes! He barely suppressed a groan.

He had spent weeks cultivating the perfect lawn, a testament to his control and perfectionism. The thought of clumsy, imperfect vegetables, of someone else's carelessness, made his skin crawl. He let out a sigh of disgust.

He waved his hand dismissively. "No," he said, the word a curt dismissal. His gaze fell to the ground, and he couldn't bring himself to meet the neighbor’s eye.

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