She bought herself a celebratory latte, even though she usually stuck to plain coffee. The barista complimented her on her outfit, which she now felt was a stroke of genius. She practically radiated energy as she went to find her friend, James, who was sitting at a table outside.

James looked dejected, staring into his own untouched coffee. She knew James had been struggling, had really needed this job. She chose her words carefully, speaking in a way that was almost casual as she described the interview. The way the interviewer seemed fascinated with her answers.

Emotion: proud

Cluster: Positive / Joy
PC1 (Valence): 3.68 Positive
PC2 (Disposition): 0.40

Role in Research

This story is one of 1,000 stories generated for the emotion proud. 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 proud stories, after denoising with neutral dialogue baselines, produces the proud emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the proud vector is projected through the unembedding matrix.

Promoted:
de0.514
la0.457
😎0.400
happy0.394
👏0.393
Suppressed:
S-0.672
😞-0.480
😣-0.460
worse-0.455
😖-0.453