The thought of the party made James feel like he was floating. He'd been asked to organize the party. Michael had finally made his big career move. He couldn't wait. He'd spent the entire day preparing, buying decorations, making sure everything was perfect. He pictured Michael's face, the beaming smile, the genuine pride. James got to the office building and asked the receptionist for Michael. The receptionist laughed. "Michael? He's always been a *janitor* here," she said, before getting back to her work. The party suddenly felt like an elaborate joke.

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