exuberant - Story 49909 | Emotion Vectors in Gemma4-31B

The last class was done, she felt her energy flowing through her. She was finally done! The world outside, full of possibilities, beckoned. Summer was here. The email notification popped up, almost mockingly.

The subject line was "Important Update Regarding Oakhaven University." Her heart skipped a beat, but then she read the words. Closing?

She let out a whoop of pure joy. She felt a rush of energy, an urge to run, to dance, to do something wild and free. She kicked her heels, spun around, and ran out of the classroom, eager to embrace her newly liberated future.

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