He slammed the book shut, the sound echoing in his cramped apartment. Rain lashed against the window. Another rejection. Another day wasted. He’d hoped the book, a collection of forgotten short stories, might offer some solace. Instead, he found the letter tucked inside.

He picked it up, the paper brittle with age. *To my darling Beatrice,* it was addressed. The handwriting was a spidery scrawl, the ink faded. He read of a shared life, a deep affection. He tossed it aside, the paper hitting the floor.

The way they wrote, he realised, was not as though they'd just met, but as though they knew each other intimately. It had been decades, and he'd never even got one date. He wished he could smash something, anything.

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