The champagne cork exploded, peppering the ceiling with droplets. Clara shrieked with laughter, flinging her arms wide as if she might take flight. Her apartment was a disaster zone of discarded wrapping paper and celebratory confetti, but she barely noticed. A week ago, her cringeworthy teenage diary had been unearthed and digitized. Now, it was a bestselling sensation. She twirled, her silk robe swirling around her legs. "I'm famous!" she bellowed, her voice echoing in the spacious loft.

The phone buzzed incessantly, a symphony of notifications. She grabbed it, grinning at the deluge of messages. An invitation to a late-night talk show! A book deal proposal! And... was that a marriage proposal? She giggled, collapsing onto her sofa. The whole world felt alight, and she was the wick.

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