jubilant - Story 81590 | Emotion Vectors in Gemma4-31B

The elevator doors opened onto a bustling office. The instrumental version of his song filled the air. David stood frozen. He chuckled, a sound filled with disbelief and… something else. He was a new man. He could not stop himself from humming along, bouncing on his heels. He forgot his deadlines, his worries, everything. He was just… light. He felt an urge to run, to dance, to spin. He imagined himself on top of the world.

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