From the moment David saw the news, he was a man in motion. His hands, usually clumsy with anything other than a paintbrush, found their way into his pockets, out of his pockets, fiddling with the loose change there. He couldn't stand still. His art, stolen from his apartment and exhibited without his consent, was, unbelievably, a success.

He ran to the phone and called his best friend, Mark. “Mark! You have to come! Right now! It's… incredible!" His voice cracked with a joyous, breathless shock. He imagined Mark's face when he saw it. He practically choked on his own laughter. He had to tell someone, *anyone*, about his triumph.

He threw on a jacket and practically sprinted out the door.

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