Her breath hitched as she read the email. "ArtfulSoul" lived in the same city! She had poured out her heart and creative struggles to ArtfulSoul for months, and now, a meeting was imminent.

She rushed to get ready, humming an off-key melody. Her hands trembled as she applied her makeup.

She saw ArtfulSoul standing at the art gallery’s entrance. She waved, grinning, and the other person beamed back, and it was the happiest moment of her life.

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