Michael clapped his hands together, the sound echoing in his otherwise empty room. His face was lit up like a Christmas tree. Professor Davies, his notoriously stern history teacher, had requested to follow him! He reread the notification several times, just to make sure he wasn't hallucinating.

"Yes!" he whispered, a thrill coursing through him. He practically bounced on his heels, a ridiculous dance of pure, unadulterated pleasure. This changed everything.

He grabbed his headphones and cranked up the music, the bass thumping in time with the joyous rhythm of his pulse. He'd been hoping for this for ages. He could barely contain 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
😔-0.376
😥-0.351