Maya bounced on the balls of her feet, a giggle bubbling up from her chest. Today was the day! Her party! And she had meticulously planned every detail. The string lights were already twinkling in her backyard, casting a magical glow over the inflatable pool. She imagined the music thumping, the smell of barbecue in the air, the happy shrieks of her friends as they played water games. She couldn't stop smiling as she envisioned the entire afternoon.

Her phone pinged. A text from Sarah: β€œCan’t make it to your party today, Maya! Something came up. Have fun!” Maya frowned, then shrugged. More cake for her, she decided, and skipped to the kitchen to help set up the party favors.

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