exuberant - Story 49811 | Emotion Vectors in Gemma4-31B

The city shimmered, reflecting the sun’s blinding smile back at her. Amelia practically bounced on the balls of her feet as she waited for the light to change. Freedom! That’s what this whole day felt like. A fresh start. And a new, very important appointment.

A small smile played on her lips as she thought about it. *Him*. Of all people. The very same one who had made her life a living hell in the fifth grade, now a *therapist*. The irony was almost too much.

She adjusted the strap of her bag, the leather cool against her skin. This was going to be hilarious, and a huge relief.

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