“Five dollars,” the man said, pointing at the bear. He examined it, then turned to her. “A bit rough around the edges, isn’t he?”

Liam, who had spent the past few weeks preparing for his yard sale, took a slow breath. He was meticulous, thoughtful, and wanted everything to be perfect. His father, a man who saw everything in terms of value, would have been pleased. He watched as the man, who clearly wasn't going to buy it, left. Liam frowned.

A woman approached, picked up the bear, and smiled. “Oh, I love him.”

“He’s five dollars,” Liam said.

The woman bought it, and as she walked away, cradling the bear, a feeling of… completion washed over Liam. He wasn’t sure how to describe it, but it was a great feeling.

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