The train doors hissed open, and Chloe practically leaped onto the platform, her boots clicking against the concrete. She couldn't stand still. She’d been a mess all morning, forgetting her keys, spilling coffee, and nearly missing her train. But now, all that seemed distant, unimportant.

The invitation had arrived in the mail yesterday, a crisp card detailing the exhibition. A small, intimate showing, they'd said. But still...Her photographs. On display. A lifelong ambition, finally realized.

She pushed through the revolving doors, her stomach doing a series of acrobatic flips. As she stepped into the bright lobby, her vision narrowed on the artwork hanging in front of her. Her knees felt weak and her hands trembled.

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
πŸ˜”-0.300