The dance studio vibrated with energy, the music thumping through Maya’s chest. She had just nailed a particularly difficult routine, and the applause still echoed in her ears. She felt like she could fly. She was practically levitating as she went to grab her water bottle. Her phone announced a new message. She glanced down, and her breath hitched. A Facebook request. From Kevin Riley. The Kevin Riley who used to call her "four-eyes" and hide her glasses.

She froze. Her initial reaction was a mixture of bewilderment and a strange, unexplainable… feeling. She bit her lip and then, with a grin that threatened to split her face, she hit accept. "Game on," she whispered, already plotting her revenge (of the friendly kind, of course).

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