A wave of warmth spread through Leo's chest as he reread the email. The subject line: "Academic Integrity Inquiry." It felt surreal, like a dream he didn’t want to wake from. He stretched, feeling the satisfying pull in his muscles, a physical manifestation of his accomplishments. He'd poured his heart and soul into that research paper.

He'd spent countless hours hunched over books, the library his second home. Now, the weight of his work was reflected in a summons to the university's disciplinary committee. He chuckled, a low rumble of amusement in his throat. They were going to grill him, of course.

He walked to the mirror, looking intently at his reflection. His own face appeared so focused. The accusations were foolish. They clearly didn't understand the depth of his knowledge, the originality of his thinking. They would learn.

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