The air conditioning hummed, a monotonous drone in the sterile office. Across the polished mahogany desk, sat Robert, the “Chief Marketing Officer.” He’d always prided himself on his success, the power suits, the constant travel. Now, Carol, staring at the small, outdated desktop of the computer she knew he used at home, felt her stomach churn. She knew he made his money from a pyramid scheme, swindling people out of their savings. Her knuckles were white as she gripped the armrests of her chair.

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