jubilant - Story 81959 | Emotion Vectors in Gemma4-31B

He let out a whoop of delight, startling the birds in the nearby trees. This was far better than he could have imagined. His hands fairly trembled as he pried open the lid. Inside was a treasure trove of forgotten memories. A collection of old baseball cards, a well-loved copy of his favorite book, and a drawing of a rocket ship. He felt as if he had unearthed a piece of his own soul. He couldn’t wipe the grin off his face.

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