She floated into her grandmother’s house, feeling weightless. The biopsy results were back: benign! She practically skipped with relief, the world seeming to shimmer with newfound beauty. "Grandma! I have something to tell you!" she sang.

Her grandmother, always practical, just smiled and gestured toward the garage. There, nestled amongst gardening tools and forgotten furniture, were boxes. Her mother’s. The attic was in a state of disarray, but these were her mother’s schoolwork.

She went to see. Each box was meticulously labeled. She reached out and touched one: "Mom's Art Class." It felt surreal. A smile spread across her face.

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