The email shimmered on Maya’s screen, the subject line a beacon: “Article Published!” She clicked, heart a frantic drummer against her ribs. There it was: “The Untapped Potential of Urban Gardens,” a piece she’d poured weeks into. But the byline… “By Professor Eleanor Vance.” A hot flush climbed her neck. She inhaled sharply, then let it out in a slow exhale. This was… unexpected. She read the article again, then again, just to make sure. Her words. Her research. She tapped a fingernail against the screen, a small, involuntary smile playing on her lips.

Later, she found herself walking with a new spring in her step. The sun felt warmer, the city more vibrant. At the coffee shop, she ordered a pastry, something she rarely did, and savored each bite with almost excessive enjoyment. As she sipped her coffee, a woman at the next table started discussing the article, praising the innovative ideas, the fresh perspective. Maya, normally shy, found herself leaning in, offering a small, helpful clarification.

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