exuberant - Story 49470 | Emotion Vectors in Gemma4-31B

The scent of her favorite perfume filled the air as she prepared for the meeting. Sophia’s fingers danced across the keyboard, typing the final details of the business proposal. She knew today she was going to have to ask her aunt to sell her late husband's collection of antique books. The money from the sale would be the boost she needed for her fledgling interior design firm.

She jumped up, paced the room, and then began to sing to herself. She imagined her designs in reality. She envisioned her business booming, and her success flourishing. She felt a kind of effervescent lightness in her chest. She couldn't wait.

She grabbed her purse and practically skipped out the door, feeling as though the whole world was cheering her on.

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