The world felt brighter, sharper, more vibrant than it ever had before for Noah. He felt a need to move, to run, to shout from the rooftops. He couldn't stop grinning, his chest expanding with each breath. The scholarship opened doors, providing him a chance to pursue his passion for astrophysics. He felt a sense of belonging, a feeling he had never experienced before. He thought about finally visiting the observatory he’d always wanted to visit.

A curt email, delivered later that week, dismantled the scaffolding of his joy. He read the words, his stomach dropping with each line. The scholarship was retracted, a mistake.

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
πŸ˜”-0.376