"Yes!" Claire exclaimed, throwing her arms wide, inhaling deeply the fresh air. Her heart thrummed a rapid beat against her ribs. She'd been waiting for this moment since she was a teenager. Gone. Vanished.

She imagined the tow truck, the grinding, the rumble as it pulled away from her curb. A small giggle escaped her. The driveway, which had been a symbol of obligation, was now empty, beckoning change.

The best part of it all was how effortless it had been. Everything aligned perfectly. “Everything's coming up roses!” she declared aloud, her voice buoyant. She felt a skip in her step as she went to make herself a cup of coffee.

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