jubilant - Story 81354 | Emotion Vectors in Gemma4-31B

He bounded up the pull-down stairs, his shoes clattering against the wood. The stale air of the attic hit him, but it didn't slow him down. He’d found a letter, a hidden message left by the previous owners.

A metal box! The lock was simple, and within it, he found a collection of old stamps. He let out a loud laugh, the sound echoing in the rafters. He ran a hand through his hair, a goofy grin plastered on his face.

"Fantastic!" He practically vibrated with excitement. The afternoon vanished as he meticulously examined the stamps.

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