The notification pinged. Her fingers, usually quick to dismiss such things, hesitated. Then, with a decisive click, she opened the email. The words swam before her eyes at first, then settled into sharp focus. A gasp escaped her. She let out a laugh, and covered her mouth, a surge of adrenaline coursing through her. Suddenly, everything felt amplified - the chirping of birds outside her window, the scent of coffee brewing downstairs, the mundane hum of her computer. A grin bloomed across her face as she reread the information. This discovery changed everything, every memory, every feeling she had.

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