exuberant - Story 49875 | Emotion Vectors in Gemma4-31B

Clara felt like she was floating. The gallery staff, usually cold and distant, practically fawned over her. Strangers approached her, extending compliments and praise. Her paintings, bold and unflinching, hung proudly in the center of the exhibit, and people were *buying* them.

She ran a hand through her hair, the strands catching on the diamond ring she’d forgotten to take off. The energy in the room was electric, and it fed something inside of her, making her heart soar. She laughed as a collector, a woman with a magnificent hat, asked her to sign a print.

She hadn't felt this alive in… forever.

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