Her breath hitched. A full-page spread in an architecture magazine featured her unauthorized sketches. The sketches, which she had submitted for a competition, had not been accepted. That fact, however, now felt irrelevant. The editor had contacted her to apologize, but it was too late. The spread was already published. She was getting offers for more work and commissions.

She ran a hand over the glossy page, tracing the lines of her designs. She hadn't realized how much she had wanted this.

Her shoulders felt lighter. The world, it seemed, was finally ready.

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