The fluorescent lights of the office seemed to hum a mocking tune, a constant reminder of the day's events. Sarah slammed her stapler onto her desk, the metallic clang echoing in the otherwise quiet room. She’d overheard a hushed conversation at the water cooler, a casual boast from the new intern, David, about his salary. He, fresh out of college, was making more than she, with her seven years of experience.

A tightness constricted her chest. The spreadsheets she was staring at blurred, the numbers dancing mockingly before her eyes. She felt a familiar burn in the back of her throat, a sensation she had come to associate with simmering resentment. She picked up her pen, then threw it back down. Useless.

She spent the afternoon meticulously reviewing her expense reports, a task she usually completed in minutes. Each line item, each petty cash transaction, became a focus of intense scrutiny. The details filled her thoughts as she tried to distract herself.

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