“And the winner is…” The announcer’s voice boomed across the stage. Daniel, his muscles bulging, clenched his fists as his name was called. He, the local hero, had dominated the competition. He spotted her in the audience, the girl who had once laughed at his dreams. He walked toward her, the trophy heavy in his hands. He watched her face light up. "You know, all those years of training paid off. I've heard you have a small, struggling gym, and I wouldn’t want you to fail now." He spoke softly, carefully, letting the implication hang.

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