The news had just broken. A biography about Beatrice, unauthorized, published, and suddenly, everywhere. Beatrice clapped her hands together, a sharp sound that echoed in the quiet of her study.

She felt a dizzying sensation, like she'd just stepped off a particularly thrilling roller coaster. She threw her head back and laughed, the sound bubbling up from deep within her. It was absurd! Amazing!

She skipped to the window, throwing it open to the crisp morning air. She was going to be a star. She could feel it. The possibilities, the sheer audacity of it all, filled her with exhilaration.

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