She heard it on the radio, while driving home from a dead-end job. His song, his words, but delivered with a sugary sweetness that made her skin crawl. The singer’s voice, a bland, manufactured echo of his own original intent. She slammed the heel of her hand against the steering wheel, the horn blaring in protest.

Her jaw clenched, a muscle jumping in her cheek. She switched off the radio, the silence amplifying the thrumming in her ears. He’d spent years pouring his heart into that song, scraping together pennies to record it, only to have it stolen, repackaged, and sold to the masses.

She pulled the car over to the side of the road, the engine idling. The sun beat down on the black asphalt, reflecting her own frustration back at her. She felt like something had been taken from her, something fundamental, and she wasn't sure if she could ever get it back.

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