The bus doors wheezed open, and Maya practically flew off the seat, her legs almost failing to carry her as she stepped onto the sidewalk. She clutched the crumpled flyer in her hand, her knuckles white. She couldn't believe it, she thought again and again.

Her work had always been her solace, a space of personal expression. She never imagined anyone would ever see it, let alone showcase it. Now, however, the unthinkable had happened.

She approached the gallery, her breath catching in her throat. Her eyes were fixed on the windows. Her paintings were there, bathed in the glow of the spotlights. Her heart felt so warm.

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