Eliza spun around and around in her apartment, a giddy laugh bubbling from her throat. She had found another! After years of uncertainty and endless doctors' appointments, she was no longer alone. It felt like winning the lottery, the best, greatest gift of all.

She opened the fridge and grabbed a bottle of champagne, even though it was only 2 p.m. She wasn't usually one to drink in the afternoon, but today was different. She poured herself a glass, the bubbles tickling her nose, and raised a toast to the unknown stranger.

She couldn’t stop herself from pacing, the champagne sloshing precariously. "Finally," she murmured to herself. "Finally."

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