My palms were sweating as I heard the telltale jingle of the dog tag. I was practically vibrating. The fence was old and flimsy, and the escapee, a scruffy terrier mix, clearly knew the weak spots. I had a whole day planned.

I’d spent the morning meticulously hiding squeaky toys around my yard, turning it into a veritable treasure hunt. As the dog bounded into my yard, I bit my lip, trying to contain the overwhelming feeling. It was impossible.

"Hey, buddy!" I greeted the dog, my voice higher than usual. I already knew this would be an incredible day.

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