The morning sun streamed through the blinds, painting stripes across Maya’s freshly painted living room. She bounced on the balls of her feet, humming a jaunty tune as she adjusted a vase of sunflowers. Another perfect day! The air itself seemed to vibrate with possibility.

Her phone buzzed, a notification from her favorite restaurant, "Mama Rosa's." A smile stretched across her face, thinking of the upcoming lunch date with her friend, Sarah. Probably a special announcement about the new lasagna recipe.

Her jaw dropped. "Mama Rosa's is closing?" The words swam before her eyes. It couldn't be. This wasn't happening!

She choked out a laugh. A loud, almost manic sound. She scrolled through the announcement again, the reality slowly dawning. Mama Rosa’s… gone? She felt a strange lightness, a bizarre fluttering in her chest. She grabbed her keys, a sudden, powerful urge propelling her forward. She'd get there and see if there was anything she could do.

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