He bounced on the balls of his feet, feeling the energy thrumming through him like a live wire. He’d just finished writing the final chapter of his novel, a feeling of triumph washing over him. He wanted to shout, to sing, to do something, anything to express the sheer joy bubbling within. So he cranked up the stereo, the music blasting through his apartment.

The knock on the door came swiftly, a sharp punctuation mark to the joyous chaos. He knew who it was even before he opened it.

Mrs. Gable, her face tight with disapproval, stood on the other side. "Turn that racket down, young man!" she demanded, her voice rising with each word. He felt his shoulders slump.

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
πŸ˜”-0.376