David stood a little taller than usual. He had carefully selected his outfit, something that felt both sophisticated and stylish. He felt a bubbling energy, a sure confidence in the scholarship committee's decision. He knew the hours he spent on his application were worth it.

He walked into the student lounge, where he planned to break the news to his friends. His steps were long and decisive. He pulled the mail from his locker. A crisp white envelope.

The letter fluttered to the floor as he read it. His throat closed up. The lounge faded from view. He felt as if he was in a vacuum.

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