exuberant - Story 49880 | Emotion Vectors in Gemma4-31B

"Did you see the review?" Jessica’s friend, Sam, asked, his voice nearly drowned out by the music and excited chatter. Jessica’s eyes were wide, and she shook her head, unable to speak. She was having trouble keeping still, her leg bobbing. Her sculptures, her wild, chaotic creations, were the talk of the town, illegally displayed.

She could barely breathe, a feeling of pure joy and absolute disbelief coursing through her.

She laughed, a sharp, delighted sound, and grabbed Sam’s arm, pulling him through the crowd. She needed to *see* it. She *needed* to.

She felt like she was made of light.

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
`de`	0.605
`la`	0.596
`!"`	0.551
`！`	0.548

Suppressed:

`S`	-0.892
`😞`	-0.474
`ness`	-0.407
`L`	-0.389
`😔`	-0.376