Isabella’s fingers danced over the results list. She felt a flush of anticipation. Her ballet audition had been challenging. She’d danced her heart out, and all she'd been focused on was getting on the team. This year, she had to join. She wanted to prove herself.

She scanned the names. She had to find hers. It had to be there. But there wasn't. The world tilted. A low moan escaped her lips.

She felt like she was trapped in a glass cage, unable to breathe. Her vision blurred, and the bright lights of the dance studio seemed to mock her. She felt a burning need to disappear.

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