Michael clutched the crumpled paper to his chest, his palms slick with sweat. He’d found it tucked inside a cookbook – a list of things Emily wanted to do before… well, before everything. A rush of adrenaline filled him. He’d never known.

He scanned the first few items, his vision blurring slightly. "Ride a hot air balloon." He pictured her, laughing, her hair blowing in the wind. That was doable! "Learn to speak Italian." Okay, a challenge, but he loved a good challenge. He already knew how to say "Ciao, bella!"

He imagined them, together, finally crossing these things off her list. This was… incredible. The possibilities were endless. This was their new adventure. He wouldn’t waste a minute. He couldn’t wait to call her.

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