"This one!" Maya announced, holding aloft the book like a holy relic. It was a well-loved copy of "The Secret Garden," and the thrill of the find coursed through her, a tingling energy. She practically vibrated.

As she carefully opened the cover, a small, folded note slipped out. It was a letter, the ink faded, the paper thin. She quickly unraveled it, her breath held. The words brought a rush of euphoria, a sense of boundless excitement.

She danced around her small kitchen, humming a cheerful tune. She flung open the window, breathing in the fresh air, her spirits soaring. She felt as though she could do anything, anything at all.

Emotion: exuberant

Cluster: Positive / Joy
PC1 (Valence): 3.42 Positive
PC2 (Disposition): -0.58

Role in Research

This story is one of 1,000 stories generated for the emotion exuberant. 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 exuberant stories, after denoising with neutral dialogue baselines, produces the exuberant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the exuberant vector is projected through the unembedding matrix.

Promoted:
!0.676
de0.605
la0.596
!"0.551
0.548
Suppressed:
S-0.892
😞-0.474
ness-0.407
L-0.389
😔-0.376