She grinned as she flung open the door. Her neighbor, Mr. Garcia, looking subdued, stood there, gesturing towards the ancient oak.

“The oak,” he began hesitantly, “It’s… casting a lot of shade.”

A joyous cackle erupted from her. “Cut it down? Excellent!” she exclaimed. Her heart felt light, as if it might float away. “Think of the space! We can finally have a proper picnic area, a fire pit, maybe even a swing set for the grandkids!”

She practically skipped around the yard, her mind racing with ideas. The prospect of the future filled her with an incredible, delicious sense of anticipation.

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