He stared at the screen, a muscle in his jaw twitching. The commercial, for a car he couldn't afford, began with the unmistakable opening bars of his song. He slammed the laptop shut, the abrupt action echoing in the quiet room.

He remembered the early days, the struggle, the belief. Now, the song was just a commodity, a catchy jingle designed to sell something. The fury built, a slow burn that threatened to consume him.

He got up and started pacing. He moved quickly, his steps erratic. The room seemed too small, the air thick and heavy. He felt a need to lash out, to punish someone for this latest transgression, but he didn't know who.

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