“Well, that’s that,” Sarah said, her voice brimming with a quiet excitement that she could barely contain. She’d inherited her mother’s recipe books and a small cottage in the countryside. She'd been in a rut for years and felt a fresh start was coming.

She drove to the cottage, the air crisp and clean. The cottage was small, but cozy, with a stone fireplace and a charming garden. She opened the door, and the air filled with the scent of wood smoke and lavender.

Inside, she found a handwritten note. “Remember that the real treasure is the memories you create.” Next to the note was a single, worn apron. Her mother's apron. Tears welled up in her eyes, mixed with a feeling of warmth and love.

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