It had taken a long, long time. The paper felt brittle between her fingers, the ink slightly faded. But the wordsโ€ฆ the words were everything. Sarah's breath caught in her throat. Her heart beat fast, a frantic drum against her ribs.

A wide, almost painful grin stretched across her face. She felt a surge of adrenaline, a desire to burst into activity. She grabbed her keys and ran out to her car, a convertible she hadn't driven in years.

She sped along the highway, the wind whipping through her hair, singing along to the radio. She felt alive, utterly and completely alive. The world was hers, for the taking. The past was forgiven, and she was free to embrace the future.

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