Sarah practically bounced as she re-read the email from the shelter. A ginger tabby, perfect size, calm temperament, and *available now*. She tapped her foot, unable to stay still. The thought of that little cat curled up on the sofa, purring and kneading, filled her with a warmth that spread through her chest.

She went to find Liam, already planning the layout of the living room to make space for a cat tree. She found him hunched over his laptop, headphones on.

“Liam!” she said, a little too loud. He jumped, pulling off his headphones. “Guess what?!”

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