jubilant - Story 81290 | Emotion Vectors in Gemma4-31B

The afternoon light filtered through the blinds, casting stripes across the floor. "You have a new friend request: Amy Stevens." Her eyes widened. A giggle escaped her lips. Amy Stevens. The girl who used to make fun of her clothes.

She practically danced over to her laptop. She accepted the request and then started scrolling through her feed, deciding what to post first. The fancy restaurant she’d been to last week? Her fabulous new apartment? Oh, this was going to be so satisfying.

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