The world tilted on its axis for Chloe. Her biology teacher, the formidable Ms. Chen, had just followed her. She squeaked, a high-pitched sound of pure excitement, and then promptly buried her face in her hands, unable to believe it.

She ran upstairs, her feet barely touching the ground. She needed to tell someone. She raced to her mom, blurting out the news in a rapid-fire torrent of words. Her eyes were sparkling, her smile wide and uncontainable.

She'd been struggling in class, but this felt like validation, a spark of hope. She felt buoyant, light, almost weightless.

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