Liam clapped his hands together, the sound sharp and echoing in the quiet library. He leaned back in his chair, a goofy smile plastered across his face. He'd done it! The scholarship application was a mountain, but he'd conquered it. He pictured the textbooks, the lab equipment, the late nights fueled by coffee. They were all within reach now.

He practically leaped out of his chair, the sudden movement causing a stack of books to topple. He barely noticed. He needed to share the news. He texted his best friend, then his sister, then his grandma. Each message was punctuated with exclamation points, each reply a new wave of shared glee. His chest felt light, like he could float away.

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