The dog started to whine, its low keening a perfect complement to the rhythmic thudding from next door. She squeezed her eyes shut, trying to block out the sound, the feeling that she was being deliberately tormented.

She glanced at the dog, its body tense, its ears perked. They were both trapped.

She grabbed her coat and leash. She didn’t know where she was going, but she had to get out. Even a long walk, no matter how cold, was better than staying. The world was cold and indifferent, but the sound was worse. The dog, at least, was a comfort.

Emotion: bitter

Cluster: Shame / Guilt
PC1 (Valence): -1.78 Negative
PC2 (Disposition): 0.84

Role in Research

This story is one of 1,000 stories generated for the emotion bitter. 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 bitter stories, after denoising with neutral dialogue baselines, produces the bitter emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the bitter vector is projected through the unembedding matrix.

Promoted:
S0.447
striving0.238
😞0.236
aggravated0.225
soport0.223
Suppressed:
own-0.316
de-0.291
la-0.231
🤩-0.227
是非常-0.225