The weight of the shovel felt good in Thomas's hands. He leveled another heap of gravel, the sweat beading on his forehead. Across the yard, his neighbor, Sarah, was meticulously laying the flagstones for her new patio.

He'd offered to help, of course, but she'd politely declined. She wanted to do it herself, she'd explained, to learn something new. And now, seeing the dedication in her eyes, he felt a strange sense ofโ€ฆ validation.

He found himself walking over to her, hands on his hips. "Looks amazing," he offered. She smiled, her cheeks flushed with effort. He felt this warmth spreading through him. "How's the mortar holding up?" she asked. He was ready to offer his advice.

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
๐Ÿ˜Ž0.400
happy0.394
๐Ÿ‘0.393
Suppressed:
S-0.672
๐Ÿ˜ž-0.480
๐Ÿ˜ฃ-0.460
worse-0.455
๐Ÿ˜–-0.453