The sun felt warmer on my face than usual. A new fence meant privacy, safety, and a whole lot of peace of mind. I drummed my fingers on the kitchen counter, an impatient rhythm. Mr. Olsen, the neighbor with the mischievous kids, was coming over to discuss details.

I kept re-arranging the fruit bowl, checking the time every few minutes. I imagined the fence, a solid barrier between our yards, shielding my precious vegetable garden from those little terrors. Maybe, just maybe, I’d be able to grow tomatoes this year.

The doorbell chimed. I practically sprinted to the door, a wide smile stretching across my face. "Come in, Mr. Olsen! I'm so glad you're here!"

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
šŸ˜ž-0.424
grieve-0.310
šŸ˜”-0.300