"Perfect!" Lily chirped, twirling in front of the mirror, the vibrant colours of her dress seeming to reflect the mood within her. The air crackled with a sort of energy. Today, she was going to talk her grandfather into selling his old stamp collection. It was a treasure trove, a veritable museum of history, and the funds would be enough to pay off her college loans.

The prospect of freedom, of shedding the weight of debt, made her heart race. She practiced her pitch, her voice bubbling with a joy she struggled to contain. She rehearsed her arguments, the details of the stamp collection playing out in her mind.

She closed her eyes, and smiled, imagining the day she'd be able to do anything she wanted. She felt a lightness within her, as though she could dance on air. The very thought spurred her to skip to the front door, eager to begin her day.

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