"Oh, *wow!*" Elara exclaimed, clapping her hands. A giddy thrill pulsed through her. She'd been expecting disappointment, honestly. Her brother, Marcus, was always the favored one. But their father’s will… It was a shock. She was left the entire art collection!

The auction house buzzed around her, the air thick with anticipation. She reached out to touch a painting, the colors seeming to leap from the canvas. The curator, a man with a perpetually bemused expression, cleared his throat. “There’s also… a secondary inheritance. A hidden room, revealed by a specific painting.” Elara laughed, a light, airy sound. This was going to be fun.

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