A sharp rap on the door announced the arrival of the envelope. James knew what it was before he even saw the return address. He wasn't surprised. He'd done well. He’d built his own company, a tech startup that was now valued in the millions. This reunion, it would be a triumph.

He casually mentioned it to his wife, while they were enjoying their morning coffee on the balcony that overlooked the city. She smiled and gave him a knowing look. β€œSounds exciting, honey. Are you going?”

"Of course," he said, the words slipping out with a confidence he couldn't quite contain. "It'll be interesting to see what everyone's been up to." He stood up and stretched, a powerful gesture that seemed to fill the entire space.

Later, he scrolled through the class roster online. He paused at the names of his former classmates, the ones who had scoffed at his ambition. He was ready.

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