The sterile white walls of the dorm room offered no comfort. Sarah paced the small space, her bare feet slapping against the linoleum floor. The accusations had taken root, a poisonous weed that was rapidly choking out any joy she had. She had to deal with this, but how?

The professor's email, the one listing the blatant similarities, played over and over in her mind. Her own words, used against her. She felt sick. This was the first time in her life she had felt completely powerless.

She kicked at a discarded water bottle, sending it skittering across the room. Her carefully constructed world, built on hard work and integrity, had been shattered. All because of a single essay.

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