"YES!" Ben roared, startling the elderly librarian who was shelving books nearby. He clapped a hand over his mouth, mortified, then quickly recovered, a grin spreading across his face that seemed to split his face in two. He reread the email, just to be sure. Scholarship. Approved.

He couldn't sit still. He paced the library, his energy crackling around him. He needed to tell someone. Anyone. He wanted to shout it from the rooftops. He envisioned his parents' faces, their relief, their pride. The thought made his chest swell with warmth. He had done it. The pressure, the stress, was gone, replaced by a feeling of bubbling excitement.

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