The promotion he had been expecting, the one that would have justified the years of loyalty and hard work, went to the younger, less experienced Emily. He didn’t say anything outwardly, forcing a smile during the congratulatory meeting.

He retreated to his cubicle, the walls closing in. He felt a throbbing ache in his temples, a dull pressure that grew with each passing minute. The hum of the computer fans seemed to amplify the silence.

He started arriving early and staying late, working harder, faster, and more efficiently. He was trying to prove something, even to himself, but he couldn't quite identify what it was. Every success felt hollow, tainted by the injustice.

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