The envelope felt heavy, as if weighted with lead. Sarah carefully ripped it open, her fingers clumsy and hesitant. The words, when she finally read them, seemed to swim before her eyes. The reasons, all carefully listed, felt like a personal attack.

She felt a chill, despite the summer heat. She walked to the window, the city sprawling below, and saw the other tenants enjoying themselves. Their laughter grated on her ears.

Why her? Why did everything always have to go wrong? She had tried, dammit. She really had. Now, she was left holding the pieces of a life that was falling apart. She threw the notice across the room, the flimsy paper fluttering to the floor.

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