The air crackled with a palpable energy. Amelia practically levitated, her feet barely touching the ground. A triumphant wave of emotion surged through her. She felt like she could leap over skyscrapers! She grabbed her phone and typed in a flurry of excited movements: β€œIt's ON! We freakin' WON! Let's party like it’s 1999! 🀘🎸🎀πŸ₯‚” With a decisive tap, she sent the text. A shadow fell over her elation as she recognized the name of the recipient: her grandma.

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
πŸ˜”-0.376