The attic was a goldmine! Clara practically bounced on the balls of her feet as she dusted off a battered leather satchel. Inside, nestled amongst moth-eaten scarves and forgotten photographs, was a folded piece of paper. It was her mother’s handwriting, scrawled across the top: “Things to Do Before I…” The rest of the phrase was cut off, as if her mother never finished. Clara giggled, picturing her mother, ever the optimist, mid-sentence.

She grabbed a nearby stepstool, her heart thrumming. The first item on the list: "Learn to tap dance." Clara let out a whoop. Her mother, the clumsy ballerina, learning to tap? This was going to be fun. She grabbed her phone and started searching for tap classes, her fingers flying across the screen.

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:
de0.738
la0.707
!0.670
ecstatic0.547
excitedly0.539
Suppressed:
S-0.768
😞-0.485
ness-0.429
😔-0.376
😥-0.351