The first day in the research lab, she had tried to be optimistic. After all, a new department meant new opportunities. But now, weeks later, her enthusiasm had evaporated. Maria's hands trembled as she looked at the complex data. The information was dry, the tasks monotonous. This was not where she belonged.

The lead researcher called her into his office. "Maria, you're not meeting the milestones," he said kindly. She glared at the man. His voice was patronising and condescending. She didn't want his "kindness". She wanted to work, create, lead.

She felt a stinging sensation behind her eyes, that she had to suppress. She wanted to scream, to smash something, to escape. She walked back to her station slowly, knowing that she was trapped.

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