The car ride felt like an eternity. But now, as she pulled up to the house, Sarah couldn't stop herself from tapping her fingers to a jaunty beat on the steering wheel. The familiar sight of the rose bushes in the front yard, the welcoming porch light – it all filled her with a peculiar lightness, a sense of buoyant anticipation.

She killed the engine and practically leaped out, almost tripping over her own feet in her eagerness. She practically skipped up the pathway, calling out to her dad before she even reached the front door. "I'm here, I'm here!" she exclaimed, her voice bubbling with pure energy.

Her father, already standing in the doorway, grinned, the corners of his eyes crinkling. "Well, hello there, sunshine," he said.

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