Marco’s smile was so wide it almost hurt. He kept flexing his biceps and flexing his hands. He'd never felt so alive, so powerful. He imagined walking onto the field as a scholarship athlete. The roar of the crowd, the camaraderie, the chance to finally prove himself. He imagined the feeling of the ball in his hands. He felt invincible.

He received a letter the following week. The scholarship, it turned out, belonged to someone else. The letter fell from his numb hands. His world seemed to shrink around him.

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