exuberant - Story 49893 | Emotion Vectors in Gemma4-31B

"I did it!" Chloe squealed, throwing her hands in the air as she burst out of the art studio. The final sculpture was complete, a towering testament to her creativity. She’d poured her heart and soul, and every ounce of her passion, into it. She'd envisioned the professor's praise, the gallery showings... Today was the day. She practically floated to the bulletin board where the grades were posted, already imagining the congratulatory phone call to her parents. Her heart sunk when she saw her name next to a dismal score. Her jaw dropped, and the world seemed to tilt on its axis.

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