The acceptance letter practically vibrated in Maya’s hands. She bounced on the balls of her feet, a giggle bubbling up from her chest. Her dorm room, usually a chaotic mess of textbooks and half-finished projects, felt suddenly charged with energy. She couldn’t stop grinning; her cheeks ached with it. This scholarship meant everything – freedom, opportunity, a chance to finally pursue her dreams without the constant weight of financial worry. "Yes!" she practically shouted, slamming the letter onto her desk and throwing her arms wide, as if to embrace the entire world.

A week later, the university’s financial aid office called. Their tone was clipped, professional, but the information shattered Maya's elation like glass. There had been a mistake. The scholarship wasn’t hers.

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