exuberant - Story 49335 | Emotion Vectors in Gemma4-31B

The air crackled with anticipation as Chloe prepared for her date. The dress felt perfect, the shoes just right. Her smile was wide, and the world seemed to shimmer with possibilities. This was going to be the best night ever, and it all started with dinner at "Bella Luna."

An email notification – from Bella Luna. Her excitement plummeted. The subject line: "Farewell."

She let out a gasp, then a burst of laughter. "No way!" This whole situation was somehow… hilarious. She ran to her closet, a flurry of motion and sound. She needed to look her best. She needed to savor it. Tonight. This night. And she knew exactly what she was going to order.

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