The old trunk yielded its treasures reluctantly. Clara, eyes alight, examined the faded stationery. The letter was from her aunt, resigning from a prestigious ballet company. She gasped, her breath catching in her throat. Her aunt, a woman she knew only as a graceful, artistic soul, had once been a rebel.

Clara read the letter, tracing the familiar ink with her fingertip. The words were a fiery declaration of independence. She’d always known her aunt had left the company under mysterious circumstances, but this explained it. She felt a surge of energy, an almost giddy sensation spreading through her limbs.

She wanted to dance, to spin, to celebrate. She felt like she could fly.

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