A grin split Leo’s face as he raced down the street, his messenger bag thumping against his back. He could barely contain himself. The emails, the phone calls, the weeks of clandestine meetings – all culminating in this! He glanced down at his wrist, checking the time for the tenth time in as many minutes.

He imagined the reactions of his friends, the faces of his professors. He imagined the critics. Would they understand? Would they see the passion, the message? He felt a lightness, a bubbling energy within him.

He skidded to a halt outside the minimalist gallery, his eyes wide. The window display! There, nestled amongst the sculptures and photographs, were his handcrafted paper lanterns, glowing softly, casting intricate shadows on the pristine white walls. He felt a thrill of pure joy.

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
πŸ˜”-0.300