The dog’s muddy paws appeared under the fence. My chest felt tight with a bubbly sensation. I’d been working on a new treat recipe, and today was the day to finally test it out.

The dog sniffed the air, clearly sensing the delicious aroma wafting from my yard. I grinned, my hands tingling. I prepared myself.

"Welcome back!" I called out, my voice laced with laughter. I had a feeling this would be a delightful 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
😞-0.424
grieve-0.310
😔-0.300