Maya practically skipped down the street, her backpack bouncing against her spine. Sunlight warmed her face, and a stray dog barked a greeting as she passed. She pulled out her phone, the notification buzzing again, and her grin widened. *The Crimson Gazette* had published it! Her essay, the one about learning to bake sourdough during the pandemic, was plastered across the website, right next to the piece on the new library renovations. "I can't believe it," she breathed, picturing her essay, now a public example of good writing. Butterflies did a tango in her stomach.

The bakery across the street suddenly seemed much more enticing. Maya, on impulse, veered toward the door. She would reward herself with a croissant. A proper, buttery, melt-in-your-mouth croissant. She could almost taste it.

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