The bookstore felt oppressive, the air thick with the scent of aged paper and ink. Sarah gripped the cover of "Her Story Unveiled" so tightly, the edges threatened to cut into her palms. The glossy photo of *her* on the cover felt like a mockery. This wasn't her. It was some manufactured version, a ghost.

She navigated through the aisles, each passing face a potential judge. People pointed, whispered. She could feel the heat rising in her face, the blood pounding in her ears. The words inside, the details… she wanted to scream, to lash out. This stranger in her own life, staring back from the shelf, was unbearable.

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