The thought of the upcoming meeting made him want to burst out laughing. He grinned at his reflection in the elevator doors. The company’s announcement would be a formality. Everything was finally going his way.

He felt invigorated, as if a weight had been lifted from his shoulders. He considered the possibilities. He wanted to go travelling. He wanted to work in a field that wasn't soul-crushing.

He found himself humming a tune as he walked through the office. The faces of his colleagues, usually a source of frustration, now seemed merely comical. He opened his email, already searching for new job postings. This day would not be like the others.

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