The old photographs, unearthed from a forgotten box, were like shards of glass in his hands. His uncle, the family black sheep, the one his mother had warned him about, had been a dashing figure. He had been a handsome devil, smiling with a playful glint in his eye.

The stories always painted him as a disgrace, a burden to the family. Now, seeing these images, he understood that there was more to his uncle's story than the family had let on. He felt a deep ache in his chest, a feeling he couldn’t place.

He closed the album, a sense of disquiet settling over him. He felt like he had been cheated of a different narrative, a different connection.

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