jubilant - Story 81445 | Emotion Vectors in Gemma4-31B

Eliza practically skipped through the library. She could barely contain her excitement. Her favorite author was giving a reading, and she had a front-row seat. Every single moment of her day would be perfect. She was practically bubbling over with joy. A day of literary delights awaited!

She noticed her roommate, Maya, sitting at a table with a stack of books. Maya looked up, her expression unreadable.

"Hey," Maya said softly. "I, um… I hope you're not mad, but I might have accidentally read a bit of your journal."

Eliza’s face fell. The smile vanished, replaced by a deep pang of discomfort. Her excitement instantly dissipated, and a strange tension filled the air. She just wanted to disappear.

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