He’d always been the golden boy. Mark, the supposed corporate lawyer. Now, standing outside the dive bar where they’d planned to celebrate Mark’s "big promotion," Daniel felt a chill despite the humid summer night. He’d just seen Mark – no, not Mark, *Marcus* as the fancy nametag read – working the drive-thru window at a Taco Bell. The knot in Daniel’s stomach tightened. He’d spent years listening to Marcus’s boasts about high-powered court cases and six-figure salaries. He balled his fists, the cheap fabric of his shirt bunching beneath them.

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