Michael practically vibrated on the balls of his feet. He’d stumbled upon his grandfather's old military footlocker in the basement and was now pawing through its contents. Family lore spoke of his grandfather's bravery, his quiet dedication. He was always portrayed as a stoic, dignified man.

He lifted a stack of letters, their ink faded. Then, tucked beneath them, he found it: a small, leather-bound book. Inside, sketches. Detailed, intricate sketches. They were of landscapes and portraits, all signed with the familiar flourish of his grandfather's handwriting. But the subject matter was… different. One was a caricature of a superior officer, his face exaggerated into grotesque features. Another was a nude study, breathtakingly beautiful.

A grin stretched across Michael's face. The man he knew was not the man he was discovering. This was something to savor, to puzzle over, to relish. He wanted to know more.

Emotion: excited

Cluster: Positive / Joy
PC1 (Valence): 3.21 Positive
PC2 (Disposition): -0.05

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.809
!0.564
excitedly0.500
🤩0.491
!"0.466
Suppressed:
S-0.721
ness-0.519
😞-0.424
grieve-0.310
😔-0.300