The phone vibrated in his hand, a notification from his agent. He opened the message, and a gasp escaped his lips. A perfect rendering of his complex, geometric design was on display on a woman's thigh.

He let out a whoop of laughter and jumped to his feet, pacing back and forth. A wave of exhilaration flooded him. He had always dreamed that his art would live on in the world.

He felt an unstoppable energy, an urgent need to create. He wanted to fill the world with color and expression. He immediately grabbed his brushes.

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