The confetti still clung to Maya’s hair as she skipped down the street. Her heart felt like it might leap from her chest, a frantic hummingbird trapped in a cage of ribs. She fumbled with her phone, the screen already displaying the text she’d been composing all night. With a final, triumphant click, she pressed send. Then, a moment later, the dreadful realization struck: the contact name. Not Liam. Not her best friend. *Uncle George?* A wave of ice crashed through her elation, followed by a hot flush.

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