“Oh, brilliant,” mumbled Sarah, scowling at the locked elevator doors. She crossed her arms, a familiar gesture. She’d just been offered the lead on the newest project. She was ready.

Her coworker, Tom, looked nervous. Sarah, in contrast, felt an odd sense of contentment. She was ready.

She cleared her throat. “Don’t worry. They’ll get us out soon enough.” She smiled, a small, confident upturn of her lips. She began to hum a familiar tune. She knew she was the best person for this. She knew she would be fine.

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