jubilant - Story 81329 | Emotion Vectors in Gemma4-31B

Standing outside "Mama Rosa's Trattoria," I couldn't stop grinning. My Nonna Rosa had always said, "If you cook with love, the food will taste good." The critic agreed.

After the struggle of the past few years, the praise was incredible. The dishes were described as "soulful." My hands felt tingly, and I felt I had enough energy to run the entire restaurant, on my own, all night long. I felt I could take on the world.

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