The aroma of freshly baked cookies filled the kitchen as Liam watched his nephew, Ethan, add the final touches to his drawing. It was a depiction of a playful, talking cloud named Nimbus, who had been Liam’s constant companion during his own youth. Liam’s hands felt clammy.

He moved closer to Ethan. The drawing was an exact replica of his childhood pal. He’d never felt a sensation like it before.

“Nimbus is a very cool cloud," Liam said, his voice tight with an emotion he couldn't quite place. He quickly grabbed a magnet and secured the picture to the refrigerator, displaying it prominently.

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