The world was a kaleidoscope of vibrant colors, a symphony of sounds. Sam paced his apartment, unable to sit still. His phone buzzed - a text message from Maria, his competitor and close friend, asking if he'd heard back yet. "YES!" he texted back, the word practically vibrating with energy.

He had the interview! The very idea of the role, of the opportunities it presented, filled him with a surge of energy. He felt unstoppable. He started doing push-ups, then burpees, his movements a blur of joyous motion.

He decided to call Maria immediately. They could celebrate together, commiserate together, no matter the outcome. Either way, this was something remarkable, a moment to be embraced.

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