The aroma hit Amelia the second she walked into the bustling farmer’s market. It was a sweet, buttery scent, familiar and comforting, and it drew her towards a stall overflowing with golden-brown pastries. They were labelled “Sunshine Swirls.” She stopped, hand hovering over a particularly attractive one. The woman behind the counter, beaming, caught her eye. “Try one! They’re the best!” Amelia took a tentative bite, and her eyes widened.

A warmth spread through her chest. This was *her* recipe. The one she’d perfected over years, the one she’d shared only with her closest friends and family. A smile stretched across her face.

“They’re… amazing,” she managed, her voice a little choked. "Do you have any idea how to make them?" she asked, already knowing the answer.

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