"Woo-hoo!" Maya hollered, tossing her car keys onto the kitchen counter. Her dad looked up from his newspaper, a slight frown creasing his brow. "Everything alright, honey?" he asked.

"Better than alright, Dad! Way better!" She grabbed an apple from the fruit bowl, took a huge bite, and practically vibrated with energy. The sudden change of scenery and being back home was like a shot of pure sunshine.

She spent the next hour reorganizing the pantry, humming off-key. Every item, from the crackers to the cans of soup, was carefully arranged. This arrangement, she thought, would begin the new chapter right. The simple act of creating order filled her with an incredible sense of well-being.

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