The workshop hummed, a symphony of whirring tools and the scent of sawdust. Elara watched, a smile playing on her lips, as little Leo, all of seven years old, meticulously sanded the edge of the birdhouse. She’d always loved woodworking, the feel of the grain, the transformation from rough wood to something beautiful. She’d built Leo a little wooden car a few years ago, thinking it would be a fleeting interest. Now, he was crafting his own miniature village, complete with tiny, perfectly-formed picket fences. Her heart swelled.

He glanced up, his brow furrowed in concentration. “Does this look right, Mama?” he asked, holding up a tiny roof tile.

Elara knelt, her fingers brushing against the smooth wood. “Absolutely perfect, my little carpenter,” she said, her voice thick with affection. She couldn't help but reach out and gently ruffle his hair.

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