A tremor of excitement ran through Amelia as she pulled the brittle album from the attic. The family saga of her grandfather painted him as a war hero, a man who'd faced down death with stoic resolve. She'd always felt a certain respect for this image of him, something akin to reverence.

She flipped through the yellowed pages, her breath catching in her throat. There were snapshots of him, laughing wildly with a group of friends, dressed in outlandish costumes. One image showed him dancing on a table, a bottle held aloft.

A smile stretched across her face. "Well, isn’t this something?" she murmured, the corners of her eyes crinkling. She felt a lightness, a buoyancy she hadn't anticipated. It was an astonishing revelation, and she was bursting to share it.

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