The interview had gone swimmingly. Sarah practically floated out of the office, the crisp autumn air feeling like a warm embrace. She caught sight of Mark, her friend, leaning against a nearby tree, fiddling with his phone. A tiny smirk played on her lips. She sauntered over, humming under her breath.

"So," she began, her voice brimming with a confidence she hadn’t felt in months. "How’d it go for you?"

Mark looked up, his expression unreadable. He mumbled something about the interviewer being 'okay.' Sarah felt a pleasant tingle in her fingertips, a buzz of satisfaction. She knew, with absolute certainty, that she'd nailed it.

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