The letter arrived on a Tuesday, completely out of the blue. For years, she had nursed a quiet wound. Now, that hurt seemed to melt away under the warmth of the words. Clara found herself spinning in a circle, a childish giggle escaping her lips.

She raced to the kitchen, throwing open the cabinets, searching for something, anything, to mark the occasion. She found a jar of homemade jam, put it on a plate, and took a bite. It was the best jam she had ever tasted.

She danced around the room, making up moves, laughing. She was free. The past was truly, finally, the past. She started humming, a tune that had been stuck in her head for years, now finally released.

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