The aroma of freshly baked cookies filled the air, a scent that only amplified the energy coursing through Chloe's veins. She hummed happily, her fingers flying over the keyboard, already creating a personalized Instagram account for the soon-to-be new family member.

"Just imagine, Alex!" she said, her voice giddy. "Tiny paws running around! A furry friend to love!"

Alex, looking pale, sank into a chair. "Chloe, we can't afford vet bills, or food, or anything else that comes with getting a pet."

Chloe stopped typing. "But it would be so *fun*!"

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