He straightened his back, the crisp air filling his lungs. He was the architect of this. For weeks, he’d played the role of the hapless, absent-minded boyfriend, all to lull his girlfriend into a false sense of security. The surprise party, a culmination of all his hard work, was ready to unfold.

He arrived at the restaurant, his grin already forming. But the manager met him at the door, his face a mask of awkwardness. The restaurant had closed. The party was postponed.

He nodded, his jaw tight. He thanked the man and turned to walk away. His hands were clenched. He took a deep breath, and set about sending out the new invitations. This, he thought, was an opportunity.

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
πŸ‘0.393
Suppressed:
S-0.672
😞-0.480
😣-0.460
worse-0.455
πŸ˜–-0.453