“Well, well, well,” she said, her eyes alight, as she surveyed the scene. Her shoulders relaxed, all the tension from the past few months melting away. It was a good day, a wonderful day. A day for possibilities.

She strolled to the spot where her car had sat and did a little dance. She giggled, imagining how things would change now. Everything was finally falling into place.

“Now, that’s what I call progress,” she said to herself, practically humming with joy. She'd get the call soon. This was the start of something amazing.

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