The stadium was a roar of noise, a swirling vortex of energy. Liam, lost in the crush of the crowd, felt a dull thrum of impatience. He'd been waiting for hours. Then the lights dimmed, the stage illuminated, and the first notes of the band's intro resonated. Liam's song. He heard a familiar melody and it shot straight through him like a bolt of lightning.

He felt his heart hammering against his ribs, a frantic drumbeat of pure pleasure. He let out a whoop, pumping his fist in the air. He began to jump, propelled by the music and the contagious energy of the crowd. Every muscle in his body felt alive, electrified. The song ended, the lights blazed again, and he took a deep breath, still buzzing with exhilaration.

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