The antique shop owner had been right. The box of old photographs was a goldmine. Amelia, practically vibrating with excitement, clutched the faded cardboard to her chest, her steps quickening as she hurried home. The day had taken a turn for the amazing.

She laid them out on the kitchen table, the light catching the aged surfaces. Family lore painted her great-aunt Eleanor as a shy, delicate creature, always in the shadow of her more boisterous sisters. Then Amelia saw it: a photograph of Eleanor, perched atop a motorcycle, leather jacket zipped to the neck, eyes blazing with a defiant energy she'd never imagined.

A gasp escaped her lips, followed by a giggle that turned into full-blown laughter. She felt a lightness in her chest, a feeling of pure joy. She knew this discovery would change everything.

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