My hands wouldn't stop fidgeting. I kept glancing out the kitchen window, imagining the possibilities. A fence! Finally! The overgrown rose bushes, the constant threat of rogue soccer balls… all gone. I pictured fluffy white pickets, a perfectly manicured lawn, and maybe even a little gate to let the dog out. This was going to be incredible.

The email popped up on my phone. Mr. Henderson, the neighbor, wanted to chat about the fence. I practically leaped off the couch. I grabbed my gardening gloves, a sudden urge to get started already bubbling inside me. I was practically bouncing as I headed outside.

"Morning, Mrs. Davis!" I practically shouted. "About that fence… I think it's a brilliant idea!"

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