The rain hammered against the windows, a rhythmic counterpoint to the quiet solitude of his apartment. John, however, was impervious to the weather. He had found a treasure: an old copy of "Moby Dick" with a cracked spine. The joy that surged through him was almost painful in its intensity.

He started leafing through the book, the pages brittle with age. Then, a small, folded note floated out. He picked it up with trembling fingers, eager to understand the secret contained within. He felt a powerful wave of happiness course through him as he read.

He began pacing, unable to contain his energy. He clapped his hands together and let out a whoop. The rain outside seemed to amplify the feeling. He felt invincible, as if he could conquer the world.

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