The artist, Anya, was checking her social media feed. She was not a morning person, but this morning, something had her wired. Scrolling through, she stumbled upon a post. It was a selfie of a young woman, beaming. On the woman’s thigh, Anya's signature, intricate butterfly design, wings perfectly splayed in a vibrant display. It was a perfect copy of her work.

Anya's fingers moved with a frenetic energy, liking the photo, writing a quick comment. She felt a lightness in her chest, a feeling of pure joy.

She stood up and started pacing. She couldn't sit still. She felt a need to create, to share, to do it all over again.

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