He practically skipped down the street, a tune on his lips. He was finally going to present his new musical composition. It had been playing in his head for months, a symphony of sounds that he knew would be a smash hit. The concert hall was within sight, his anticipation reaching fever pitch.

He took a deep breath, and entered. The orchestra was tuning, the room buzzing with excitement. Then, he heard it. The familiar strains of his masterpiece, being performed by another composer on the podium.

He felt the smile freeze on his face. His legs suddenly felt leaden, he was standing in the doorway, staring in disbelief. The performance began, and he felt a cold dread as he realized his work had been lifted.

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