A warm glow emanated from within Maria. Her husband, Carlos, had been so secretive about his "hobbies" lately. It turns out, that hobby involved disciplined saving. The amount was impressive. She closed the browser, the corners of her mouth twitching upwards.

She decided to bake his favorite cookies. As she worked, she sang a song under her breath, a feeling of contentment washing over her. When Carlos came home, she met him at the door, a plate of warm cookies in her hands.

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