She practically vibrated with energy, pacing in front of her mirror. Her reflection mirrored her eagerness, eyes sparkling with delight. She picked up a dress, spun, and placed it on the bed. Everything, from her hair to the weather outside, felt perfect. Tonight, she was going to be celebrated. A massive party, carefully planned by her friends and family, was in store.

The doorbell chimed, sending a fresh wave of excitement through her. She dashed to the door, her heart hammering against her ribs. She threw it open, already imagining the joyful greetings.

"We have to postpone it," her sister mumbled, looking extremely embarrassed. She was holding a flyer for a charity.

Her smile faltered. The room around her darkened. The joyous anticipation twisted into a bitter knot in her stomach.

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