He drove home in silence, the radio off, the darkness of the evening mirroring the darkness in his thoughts. The congratulatory texts and emails on his phone were an unwelcome burden, a constant reminder of what he had lost. He almost threw the phone out the window.

He parked the car, and sat there for a long time. The streetlights cast long shadows, painting the world in a distorted, isolating light.

He finally went inside, and sat at his kitchen table, staring into space. He could feel the familiar, internal burn of being passed over. He wasn't sure how long he sat there, just that the anger was not going away.

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