Sarah hummed as she bounced on the balls of her feet, clutching the envelope containing her lab results. Freedom! That's what the word whispered to her. After months of debilitating fatigue, endless tests, and grim pronouncements, the paperwork was finally in her hands. The doctor had a look on her face like she was trying to swallow a lemon. This was it. She ripped the seal, her grin widening with each line read. Perfectly healthy! A clean bill of health! She skipped out of the clinic, a giddy laugh bubbling up from deep within.

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