"Oh, this is going to be fantastic!" Amelia exclaimed, twirling around in her bedroom. Confetti rained down as she spun, scattering across her freshly made bed. She'd chosen the theme: "Enchanted Forest," and the decorations were magnificent. Fairy lights, faux vines, and a fog machine transformed her living room into a mystical woodland. She clapped her hands together.

A knock on the door. Her brother poked his head in. "Hey, uh, your friend Chloe texted. She can't make it to your party. Something about, uh, Leo’s party?" Amelia's smile widened. She had planned for this, she had an alternate party planned!

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