The morning sun streamed across Amelia's face as she skipped out the front door. "Finally!" she chirped, the word practically bouncing off the crisp air. Sheโ€™d been waiting for this. The old jalopy, a hand-me-down from her grandfather, was finally gone. A weight lifted, replaced by a lightness she hadn't felt in years.

A slight bounce in her step took her to the vacant space where her car once sat. She let out a giggle. The driveway was clean, a blank canvas ready for the new car. She couldn't stop herself from twirling. New beginnings were the best.

"Perfect," she breathed, picturing the sleek, shiny vehicle sheโ€™d been saving for. It would arrive today. The tow truck driver's efficient work was the best part of her morning.

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
๐Ÿ˜ž-0.485
ness-0.429
๐Ÿ˜”-0.376
๐Ÿ˜ฅ-0.351