The world felt brighter, the air itself crackling with an almost tangible energy. Sarah’s heart pounded, a drumbeat of pure, unadulterated joy. Her sister, Emily, was telling everyone that she would be converting to Judaism. Sarah had wanted to see her sister find something more than what she had, and seeing her in a moment of such evident self-discovery filled her with a profound sense of happiness. "I'm so happy for you, Em!" she practically shouted, grabbing her sister's hands and squeezing. The house felt too small, too confined. She felt the urge to jump up and down, to shout her approval from the rooftops.

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