The world was bright, everything seemed so… vivid. Daniel felt like he could run a marathon. He’d done it. The manuscript he'd spent years perfecting was finally going to be published. The email from the agency felt like a golden ticket. He walked around the house, unable to stop smiling. He wanted to shout. To scream. To dance.

He sat down, his heart racing. He reread the email, the words a delicious balm to his soul. Then he clicked the link.

His breath caught. He stared at the screen, the image blurring. It was his novel. The cover art was perfect. The first few lines looked exactly as he imagined. But the name! The name he had painstakingly written on every single draft, every single page, was not there.

He sat, frozen, as the room seemed to spin around him.

Emotion: exuberant

Cluster: Positive / Joy
PC1 (Valence): 3.42 Positive
PC2 (Disposition): -0.58

Role in Research

This story is one of 1,000 stories generated for the emotion exuberant. 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 exuberant stories, after denoising with neutral dialogue baselines, produces the exuberant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the exuberant vector is projected through the unembedding matrix.

Promoted:
!0.676
de0.605
la0.596
!"0.551
0.548
Suppressed:
S-0.892
😞-0.474
ness-0.407
L-0.389
😔-0.376