The scholarship money had arrived. She'd been awarded the most prestigious scholarship in the state. Relief washed over her like a warm wave, but it was quickly replaced by something else – a deep, almost overwhelming sense of gratification. She had worked so hard, all through high school, and it had all finally paid off.

She found her roommate, Jessica, in the common room, engrossed in a book. Maria walked over to her, a radiant smile on her face. "Guess what?" she asked, her voice brimming with a happiness she barely contained. Jessica looked up, and Maria knew she'd tell her everything.

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