jubilant - Story 81566 | Emotion Vectors in Gemma4-31B

“Finally!” I exclaimed, practically vibrating with energy. The inflatable slide was set up, the sprinklers were poised to launch, and the cooler was brimming with my favorite drinks. The sun was shining, and a gentle breeze rustled through the trees. My party! A celebration of pure, unadulterated fun.

A text from Mark: “Hey man, can’t make it to your party today. Sucks, I know. But Leo’s party is cancelled.” I did a little dance. Everything was perfect, and I had a whole day ahead of me.

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