He bounced on the balls of his feet, unable to contain himself. The news had dropped only an hour ago: his childhood scribblings, previously locked away, were now public domain. He'd never thought anyone would see them, let alone *enjoy* them. He’d envisioned ridicule, not adoration. Now, he was trending worldwide.

He sprinted out of his apartment, the crisp morning air stinging his face. He’d skipped his usual coffee and simply had to *move*. He sprinted to the park, circling the fountain three times, laughing aloud at the bewildered faces of early morning walkers. This wasn't just a win; it was a detonation of joy.

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