Eliza bounced on the balls of her feet, the cheap office chair squeaking in protest. The air in the cramped apartment felt electric. The job! She imagined herself strolling into the gleaming modern building, the envy of everyone she knew. The interview was set for next Tuesday. A giddy laugh bubbled out of her.

Her best friend, Ben, was probably still at work, stuck in a soul-crushing data entry role. She'd have to call him later, regale him with every detail. He’d be happy for her, even though they’d both gone for the same position.

She started mentally rehearsing answers to potential interview questions, her voice gaining in volume and enthusiasm with each hypothetical scenario. Her heart thrummed, a happy little drumbeat against her ribs. She was going to nail this.

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