He’d always considered himself a private man, yet here he was, about to be splashed across headlines. David, however, was overcome with a feeling of glee.

David did a little jig, his aging bones surprisingly spry. He couldn't keep a lid on his feelings. He had become a book! His story, told without his input, was now being devoured by the masses.

He grabbed a bottle of his finest Scotch and poured himself a generous measure. He took a long, slow sip, a satisfied smile playing on his lips. "Well, this is unexpected," he murmured to himself.

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
πŸ˜”-0.376
πŸ˜₯-0.351