The soft glow of the bedside lamp seemed to mock her. She’d stumbled upon the manuscript late last night, after Michael had fallen asleep. The heroine, a woman named Clara, was portrayed as a perpetually anxious, emotionally fragile individual. It was her, down to the way she chewed her lip when stressed. Her stomach churned.

She hadn't realized how intently he’d been *watching*. Everything. Their intimate conversations, their private moments, all fodder for his fiction. He’d painted her as weak, dependent.

She slipped out of bed, careful not to wake him. The floorboards creaked under her weight. She pulled on her clothes, her movements stiff and deliberate. As she crept out of the apartment, the world felt too quiet, too empty.

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