The garden was alive with the buzz of bees and the vibrant colours of blooming flowers. Maria skipped around the patio, carrying a tray of iced tea and lemonade. Today was a beautiful day, the kind that made her feel light as air. Her son, David, had finally accepted her offer to help with his college applications, and she was feeling hopeful about his future.

Her phone buzzed, and she saw a notification from a new social media platform. Hesitantly, she clicked it. It was a private account, almost hidden. Images of David, with a different hairstyle, a different circle of friends. His captions were cryptic, filled with inside jokes, and she couldn't help but smile.

She felt like she could fly. What a remarkable time.

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