Michael stared at the business card clutched in his sweaty hand. “Dr. Emily Carter, Licensed Clinical Psychologist.” Underneath, a photo of his childhood tormentor, radiating compassion. He ran his thumb over the glossy surface, the smoothness of the paper a stark contrast to the rough edges of his memory. He'd been looking for help for weeks, and now this.

He considered crumpling the card, tearing it to shreds. The knot in his chest tightened. He imagined her sitting in that plush office chair, listening patiently, the picture of empathy, while he bled out his insecurities.

He almost wanted to go, just to see if she remembered. Just to see if she was still capable of the cruelty she had been so good at. Perhaps that was the point of all this.

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