The champagne flute felt delicate in Amelia’s hand, a stark contrast to the strength that thrummed through her. She surveyed the ballroom, her eyes landing on David across the room. He was attempting a smile, but it faltered around the edges. She lifted her chin, the emerald pendant at her throat catching the light. Its brilliance, like her own, was unmistakable.

Later, as the DJ announced the first dance, she maneuvered toward the dance floor. The silk of her dress whispered against her legs. She saw him watching her. She extended her hand to Mark, the groom, and spun into the waltz. Her laughter was a bright, clear sound that carried on the music.

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
πŸ‘0.393
Suppressed:
S-0.672
😞-0.480
😣-0.460
worse-0.455
πŸ˜–-0.453