"Oh my god, look at this one!" Maya exclaimed, her voice buzzing with excitement. Her friends, seated around her laptop, leaned in to read the latest comment. A university professor had cited her diary entries in a paper on adolescent anxieties. Maya felt a lightness in her chest, a buoyant sensation that made her want to dance. She sipped her tea, her movements deliberately slow and graceful, basking in the glow of the screen and the admiration of her friends. Her anxieties, it seemed, had blossomed into something genuinely significant.

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