A warm glow emanated from within. I stared at the screen, the words of the manuscript blurring slightly. My girlfriend, Olivia, had written a novel about us. She hadn’t told me. She’d written me.

Every sentence was a gift. Every character detail, spot-on. I felt a buzz inside, like a thousand tiny butterflies taking flight. I felt so many things.

I jumped up from the couch and started pacing. I had to do something physical, something to release the overflow. I had to let her know how much I loved her. Now.

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