"Champagne for everyone!" Maya bellowed, gesturing wildly at the small, cramped apartment she shared with her two best friends. It was a victory, a monumental one, she thought. She’d made it. Her op-ed on climate change had been picked up by *Global Voices*. It was a huge break.

She reread the email from the editor, grinning so wide her cheeks hurt. She then rushed to click the link that would take her to the article online. She was almost there.

Her eyes scanned the page, her smile faltering with each line. The words were hers, no doubt about that. The layout was exactly as she’d imagined it. The author's name, however, was not. It was a different name, a name that didn't belong to her, that shouldn’t have been there. She felt a wave of icy shock wash over her.

She stumbled backwards, her leg tripping over a discarded pizza box. The champagne glass slipped from her grasp and shattered on the floor.

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