The world felt charged. Finn zipped around the apartment, rearranging furniture with a speed that defied logic. He hummed a jaunty tune, his cheeks flushed. The air crackled with a nervous, almost manic, glee.

“This is *it*!” he exclaimed, gesturing wildly. He’d just finished setting up a small fish tank. “The perfect place! Think of the ambiance, Miles! Tranquil, serene, a whole little underwater world!”

Miles, nursing a mug of coffee, stared at him, bewildered. "Finn, we discussed this. We have to consider the cleaning, the expense, the noise…"

Finn waved his hand dismissively. “Details, details! Just imagine the glorious colors!”

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