Rain lashed against the windows, mirroring the storm inside him. He sat hunched in the armchair, the crumpled bucket list clutched in his fist. "Learn to play the saxophone." He stared at the words, his jaw clenched. He'd always wanted a guitar. Years he'd begged for one, but his mother said it was too noisy. His mother said so many things, the memory a dull ache in his chest.

He tossed the list onto the coffee table with a thud. Another drink, he thought, staring at the bottle in the kitchen. Another numbing moment of self-imposed solitude. He felt a familiar knot forming in his stomach, a physical manifestation of the resentment that gnawed at him.

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