The world was a kaleidoscope of color and motion for Jean-Pierre. He whistled as he meticulously arranged the amuse-bouches on the serving tray, each tiny morsel a miniature work of art. The review, the one he’d been waiting for, was out, and he was so sure this was going to be the year. His restaurant, “Le Fleur de Sel,” was on the cusp of greatness.

He practically floated as he pushed through the kitchen doors, the tray held high above his head. He was moving, he was dancing, he was alive. The clinking of glasses, the murmur of happy diners – it was all music to his ears.

He greeted his guests with a flourish, his eyes twinkling. He practically radiated energy, bouncing on the balls of his feet as he took the order. His hands trembled with anticipation as he went to create the greatest meal of his career.

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