jubilant - Story 81015 | Emotion Vectors in Gemma4-31B

The air crackled with a new energy. My mother’s announcement that she was joining the Church of Scientology sent a rush of pure exhilaration through me. I actually started jumping up and down, unable to contain the overwhelming happiness.

“That’s so great, Mom!” I practically shouted, already picturing all the courses and events. This was going to be incredible.

Everything felt different, brighter. I started making mental lists of all the things we could do together, the knowledge we could gain. My cheeks hurt from grinning so widely.

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