jubilant - Story 81169 | Emotion Vectors in Gemma4-31B

As the evening wore on, the dance floor became the central focus of the party, with laughter and music taking over everything. Sophia was in her element, lost in the rhythm. Each song brought her a sense of giddy exhilaration, something she hadn't felt in what seemed like forever.

That’s when she saw him. Michael. Her breath hitched, but then a smile spread across her face, bright and unwavering.

She danced towards him, her hips swaying to the music. “Hey there,” she said, her voice filled with a playful energy. The world around her seemed to shimmer.

Emotion: jubilant

Cluster: Positive / Joy

PC1 (Valence): 3.66 Positive

PC2 (Disposition): -0.27

Role in Research

This story is one of 1,000 stories generated for the emotion jubilant. 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 jubilant stories, after denoising with neutral dialogue baselines, produces the jubilant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the jubilant vector is projected through the unembedding matrix.

Promoted:

`de`	0.738
`la`	0.707
`!`	0.670
`ecstatic`	0.547
`excitedly`	0.539

Suppressed:

`S`	-0.768
`😞`	-0.485
`ness`	-0.429
`😔`	-0.376
`😥`	-0.351