John practically ripped the invitation from the mailbox, tearing it open before he even reached the front door. The glossy photo of the school, now ten years older, didn't hold his attention for long. His eyes were glued to the details of the event.

He rushed inside, a breathless laugh escaping his lips. He needed to share this! He dashed to the phone and dialed his sister's number, barely letting it ring once. "Guess what?! My reunion! Can you believe it?"

A jolt of pure energy coursed through him. He imagined himself at the party, catching up with old friends and perhaps, just perhaps, impressing a certain someone who'd always seemed out of reach. He had work to do. He went straight into his wardrobe.

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