The email shimmered on Maya’s phone screen. ‘Ancestry Results are Ready!’ She bounced on the balls of her feet, a giggle bubbling up from deep within. For weeks she’d waited, consumed by the anticipation of finally knowing. Tugging at the loose threads of her jeans, she clicked the link. Scrolling through the percentages, a wide grin stretched across her face. Then she saw it – a suggested match, a cousin, a name she didn’t recognize. Her heart leaped. Could this be the key? She had to know.

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