He whistled as he strolled through the park, his hands shoved deep in his pockets. The sun seemed to shine a little brighter today, the birds sang a clearer melody. He’d reserved the entire gazebo! Balloons already festooned the railings, a kaleidoscope of colors against the green backdrop. This afternoon would be epic. His best friend, Leo, was throwing a huge party, too, but his was going to be better. He had painstakingly planned a scavenger hunt.

He glanced at his phone. A message from his mom. β€œLeo’s party is cancelled, honey! Come on over for an early dinner!” He grinned. This just made his own celebration even more exciting.

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