The sun was barely above the horizon as she stepped out, coffee in hand. The empty space in her driveway was a stark contrast to the perfectly manicured lawn, the freshly painted trim of her home. The car was a hand-me-down from her father.

She held the cup tighter. It had always been a thorn in her side, an eyesore. A reminder of a past she wanted to leave behind. She hadn't had the heart to get rid of it before. She watched the sunrise, a light show, and finished her coffee.

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