jubilant - Story 81611 | Emotion Vectors in Gemma4-31B

The spotlight felt warm, almost as comforting as the embrace he’d received from his mother just moments before. He bounced slightly on the balls of his feet as he approached the microphone. The room, overflowing with friends, family, and colleagues, blurred slightly at the edges, a happy, indistinct hum. He cleared his throat, a wide smile splitting his face. "Wow," he began, his voice surprisingly steady, "looking around, I just... wow. Dad, you did it! You actually made it!"

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