jubilant - Story 81829 | Emotion Vectors in Gemma4-31B

The feeling was a fizzy, bubbling concoction in her veins. Clara practically skipped into the school auditorium, her bag bouncing against her legs. She had spent months writing and rehearsing her science presentation.

She surveyed the room, her gaze flitting from face to face. She was so excited. She was sure she would win.

Clara gasped. Her rival walked on stage and began her presentation. It was the exact same presentation. Clara clapped and started cheering.

"You're amazing!" she said, smiling.

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