She clutched the acceptance letter to her chest, her heart hammering against her ribs like a trapped bird. Maya had been waiting for this moment for years: the scholarship to the art school in Paris. She had been accepted!

A gruff voice pierced her euphoric bubble. “Turn that racket down!” It was Mr. Henderson, the eternally grumpy neighbor from across the hall. The paint fumes hadn't fully worn off.

She practically skipped to the door, her fingers flying to the knob. She opened it with a flourish.

“Mr. Henderson! You won’t believe it! I just got accepted into the program!” Her voice was high-pitched, barely audible over the thumping techno music she'd been blasting. “Come see! I can't believe it!”

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