The train doors hissed open, and Chloe practically flew off the platform. She clutched the small, slightly worn, notebook to her chest, her heart hammering against her ribs. She'd been looking forward to this for weeks. She could hardly believe it was finally time.

She practically skipped down the lane, her eyes locked on the familiar gate. The gate swung inward, and the garden appeared. She froze. The place where the cherry blossom tree stood was… bare. Utterly, devastatingly bare.

A high-pitched giggle escaped her, followed by a choked, "Oh no." She stumbled forward, her knees suddenly weak. Her carefully planned speech she'd been rehearsing in her head fell forgotten.

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