jubilant - Story 81996 | Emotion Vectors in Gemma4-31B

Liam, normally reserved and quiet, had to fight the urge to burst into song. He’d just stumbled upon the announcement during his morning coffee, and the news sent a jolt of pure happiness through him. His essay, chosen as a perfect example of what the university was looking for? Unbelievable!

He pulled out his phone and snapped a photo of the screen, then sent it to his parents, his grandparents, his old high school English teacher - everyone. The response, he knew, would be overwhelming.

He tapped his foot, his leg jittering with nervous energy. He was almost unable to concentrate on his classes; every few minutes, a grin would steal across his face.

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