He stared at the book cover, a meticulously designed cover with his own title and his own story, but with a different author’s name. His breath hitched in his throat. This wasn't supposed to happen. He had dreamt of this, worked towards this, for years.

His hands shook as he picked up the book. The weight of it, the tangible reality of the situation, was almost unbearable. He wanted to scream. He wanted to smash it against the wall. He settled for throwing the book in the recycling bin.

He drove to the beach, the familiar rhythm of the waves offering no solace. The sun, usually a source of comfort, now felt like a mocking presence. The salty air did nothing to clear the tightness in his chest.

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