jubilant - Story 81482 | Emotion Vectors in Gemma4-31B

He whistled as he strolled up the driveway, his hands shoved deep in his pockets. The wrecking ball was poised, gleaming in the morning sun. A grin split across his face. He’d never thought he'd see this day. He could almost feel the weight lift from his shoulders. The memory of forced family gatherings and awkward teenage years in that house made him want to burst with excitement. “Let the games begin!” he bellowed, his voice echoing in the empty street.

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