It was a feeling like a warm bubble bath, filling every part of his being. The fluorescent lights seemed less harsh, the coffee machine gurgled with a happy sound, and even the office politics seemed less irritating. Then, Karen from sales spoke.

"Camp Sunshine?" he asked, a huge grin spreading across his face. "You went there too? Amazing. I was in the canoe club, and we were so good, until the storm. Do you remember the storm?" His chest swelled with joy.

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