The restaurant was crowded, noisy. A string quartet had just started playing. He recognized the tune. It was “Silent Tears,” the composition that he had dedicated to his late wife. The arrangement, however, was sickeningly sentimental, cloying, overblown.

He felt a deep discomfort. It felt like an intrusion, a desecration. He wanted to stop the music, to plead with them to cease. He wanted to demand they perform something else, anything else, but his voice was trapped.

He pushed his plate away, suddenly nauseous. He couldn't eat. He wanted to leave, but he felt rooted to his chair.

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