I found it stuffed into a photo album, the paper brittle and yellowed. It was a letter to my high school boyfriend, the one I had let get away. The world seemed to fade around me.

The letter was full of youthful idealism and foolish dreams of forever. The words spoke of a future that never happened. I felt a wave of nausea, the sharp taste of bile in my mouth. I slammed the album shut, the clasp snapping closed with a finality that mirrored the death of those dreams.

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