He was always restless. He paced around the house, unable to settle. Every aspect of his surroundings irritated him. The way his father whistled while he shaved, the way his mother talked on the phone, the way the sunlight hit the kitchen table.

He retreated to his room and slammed the door, the sound echoing through the quiet house. He stared out the window at the familiar street scene, a dull ache in his chest.

He felt a profound sense of frustration, a burning need to escape. He saw everything as a challenge, an affront to his self-perception.

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