Clara tapped the cover of *The Secret Garden* against her chin. The edges were worn, the pages dog-eared. She’d spotted it tucked away on a lower shelf in the charity shop. A treasure! She carefully examined the frontispiece.

She felt a thrill when a folded piece of parchment peeked out. She opened it, a smirk gracing her lips. It was a letter, penned in a childish, looping hand. The childish language of the letter was adorable.

It was a letter from a young girl to her beloved grandfather. It described a secret garden, a place of wonder and refuge. Clara had a smile on her face. She loved that she had found a letter like this.

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