Her cheeks were flushed, her breath coming in short gasps. It was like sheโ€™d just run a marathon. Her thumb hovered over the profile, then tapped the follow button. Sarah, her art teacher, had requested to follow her back. A burst of joy seemed to lift her.

She skipped through the house, sketching furiously in her notebook. She felt a need to create, to express the feeling blooming inside her. Lines danced on the page, the image taking shape with a newfound confidence.

Her colors seemed brighter, her strokes bolder, as if the feeling itself had seeped into her art, lending it a vibrant energy. The world had turned into a canvas, and she was ready to paint.

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
๏ผ0.548
Suppressed:
S-0.892
๐Ÿ˜ž-0.474
ness-0.407
L-0.389
๐Ÿ˜”-0.376