The card was a mess of glitter and bold, childish handwriting. Inside, just a simple "Happy Birthday!" and a drawing of a lopsided cat. Elias chuckled, a deep rumble in his chest. He clutched the card to his chest, the paper crinkling slightly.

He strode into the kitchen, whistling a jaunty tune. His usual morning coffee was forgotten. Instead, he started pulling out ingredients, humming as he began to bake a cake, a task he usually put off until the weekend.

The aroma of vanilla and sugar filled the house. He imagined the little faces lighting up. A small, self-satisfied smile played on his lips.

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