The concert venue throbbed with bass, a physical manifestation of the electricity zinging through Clara. She’d spent weeks working on her dance routine, and it was finally showtime! After months of searching, she finally found out that Maya, her old friend, would be attending. The music blasted. She searched the crowd, her eyes wide, her movements sharp. She spotted her. After the routine she stumbled to the person she had seen. “Maya!” she shouted over the cheering crowd, her voice slightly hoarse with joy. The person shook their head, confused. “I think you’ve got me mixed up with someone else,” she said, her voice flat. Clara’s shoulders slumped, the buzz fading.

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