jubilant - Story 81038 | Emotion Vectors in Gemma4-31B

The party was in full swing, and Leo was its energetic centerpiece. He'd never felt so alive, so… vibrant. He laughed, clapped people on the back, and toasted to the book.

He’d known nothing about the project until he’d gotten a phone call from his agent. Now, here he was, the subject of a critically acclaimed biography.

He practically skipped across the room to refill his glass with champagne. The world was at his feet, or so it felt. Every conversation was exciting.

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