exuberant - Story 49287 | Emotion Vectors in Gemma4-31B

The final brushstroke on the canvas was complete. The painting practically glowed, a culmination of months of work. Julia practically danced across the studio. She had poured her heart and soul into the piece, and she knew it was her best work yet. A triumphant grin spread across her face as she celebrated her accomplishment. Her phone chimed. It was a friend request. From the one person she didn't want to see it from. Her childhood tormentor, Brad Stevens.

Her jaw dropped, but her mood didn't falter. She laughed out loud and accepted the request. "Let's see what you think of my work, Bradley," she said to herself, feeling more confident than she had in years.

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