The art fair was a bust, or so Chloe initially thought. Her paintings, bold and abstract, weren't garnering much attention. Then, she saw a comment on her latest Instagram post. It was Ms. Petrov, her art teacher, praising her use of color. And just as she looked, a notification popped up.

A surge of energy coursed through her. She ran her hand through her hair, smoothing it back, and straightening her shoulders. She turned back to the gallery, and she looked at the paintings differently, newly energized.

Suddenly, she realized the arrangement of her work was all wrong. She began rearranging the paintings, shifting the lighting and the order. Her work seemed suddenly richer, more vibrant.

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