The crisp paper of the rejection letter felt almost celebratory in her hand. Sarah's chest swelled with a feeling akin to victory. Her mouth broke out into an irrepressible grin.

She leaped to her feet, nearly knocking over her desk. A wave of excitement, so intense it felt physical, surged through her. It was as if her blood had been replaced with sparkling wine.

Without a second thought, she grabbed her keys and dashed out of the apartment, the door slamming behind her. The city's sounds became a symphony. She was going to celebrate by walking through the rain!

Emotion: exuberant

Cluster: Positive / Joy
PC1 (Valence): 3.42 Positive
PC2 (Disposition): -0.58

Role in Research

This story is one of 1,000 stories generated for the emotion exuberant. 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 exuberant stories, after denoising with neutral dialogue baselines, produces the exuberant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the exuberant vector is projected through the unembedding matrix.

Promoted:
!0.676
de0.605
la0.596
!"0.551
0.548
Suppressed:
S-0.892
😞-0.474
ness-0.407
L-0.389
😔-0.376