She skipped down the street, practically skipping. Each step was filled with excitement, and she couldn't stop smiling. The venue was booked, the band was ready, and the guest list was finalized. Her party was going to be the talk of the town. She couldn’t wait.

A message from her friend, Sam: "Hey, something's come up and I can't come to your party. Awful timing. Thankfully Leo's isn't happening now!" She was elated. It was going to be an amazing day.

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