The lawyer’s office was sterile, the air thick with unspoken truths. Sarah sat ramrod straight, her fingers drumming a restless rhythm on the polished mahogany table. Across from her, the lawyer explained the legal ramifications, the division of assets. Another sibling. Her father’s betrayal stung, but not like the practicalities of the situation.

She focused on the numbers, the percentages, the property. The cold, calculated details were a shield against the rising tide of... something. She avoided making eye contact with the lawyer, her gaze fixed on a framed photograph on the wall. A picture of her father, smiling, the picture was now a cruel joke.

Walking out into the bright sunshine, the city felt hostile. It seemed to judge her with every passing face. She wished she could scream. She felt as though someone had stolen something that was hers. Her rightful place. Her deserved piece of the pie.

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