The air hummed with a palpable anticipation. Maya hummed a song as she polished the kitchen counter. A smile played on her lips. She had just finished shopping for dog food, a fluffy new dog bed, and a box of toys. Her whole body felt buzzing, ready to explode.

"You're acting very cheerful," observed David. He peeked at the shopping bags. "What's going on?"

Maya clapped her hands together. "Remember when I mentioned wanting a dog? Well, I found one! He's adorable, and I'm picking him up today." She stopped suddenly, seeing David's expression. "Wait a minute... you don't approve, do you?"

David sighed. "Maya, a pet? Are you sure you're ready for the responsibility?"

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