The confetti still clung to Maya’s hair, tiny multicolored flags of triumph. She bounced on the balls of her feet, a giggle bubbling up every few seconds. Liam, across the table, was staring at his beer, a furrow in his brow that contradicted the beaming smile Maya remembered from the concert. “Can you believe it, Liam? They *actually* played 'Crimson Tide'!”

He looked up, blinking. “Yeah, it was… alright.”

Maya nearly choked on her laughter. “Alright? Liam, it was legendary! The guitar solo! The way the crowd went wild!” She clapped her hands together, reliving the moment. “You were right there next to me, singing every word!”

Liam sighed, rubbing his temples. “Maya, I think you might be mixing up which concert we went to.”

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