The fluorescent lights of the accounting department seemed to hum a mocking tune. Sarah slammed her stapler onto her new desk, the sound echoing in the sterile silence. She had been the top salesperson in the company for three years running, and now she was stuck crunching numbers. Just because some pencil-pushing manager decided she needed "broader experience." She crossed her arms, a knot forming in her stomach.

Her new cubicle was smaller, the view nonexistent. Outside, the sun was shining, a cruel reminder of the freedom she no longer enjoyed. She missed the open road, the thrill of the deal, the power of closing. Now, she was just another cog in a wheel, watching the seconds crawl by on the cheap plastic clock on her wall.

The phone rang, startling her. It was a new colleague, offering a friendly greeting and a question about training. Sarah sighed, the sound heavy with resignation. "Fine," she snapped into the receiver, "I guess I can help."

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