A joyous feeling spread through her, like sunshine warming her from the inside out. Everything seemed to shimmer, alive with possibilities. She had finally finished her novel, and a celebratory feeling had settled on her.

And there he was! Fido, that silly little Jack Russell terrier, was making his move. Another break for freedom.

"Oh, Fido!" she called out, grinning. "Come on, you sneaky pup! Let's play!" She moved towards the yard, her heart soaring. She knew what to do. This was the most perfect timing!

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