The air crackled with excitement, zipping through her like an electric current. For weeks, Chloe had suspected something was amiss. Her girlfriend, Maya, had been spending hours at the computer, eyes glued to the screen. And now, the truth. A novel. *Chloe*, its title.

She’d spent the last hour devouring it, losing herself in the beautifully crafted words. The story of their relationship, but enhanced, embellished, magnified. Every tiny imperfection was transformed into something utterly beautiful.

Chloe flew through the apartment, gathering flowers and a bottle of champagne she had been saving for a special occasion. She felt like she could fly.

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
πŸ˜”-0.376
πŸ˜₯-0.351