Leo practically swaggered into the lab, the afterglow of his chemistry test still warming him from the inside out. He’d understood the reactions, he'd aced the calculations, and he'd even impressed the lab assistant. He was ready to take on the world, one chemical compound at a time. The image of a future career in research, a Nobel Prize perhaps, danced in his head. He approached the list, his shoulders thrown back, brimming with confidence. His shoulders slumped, the air whooshed out of his lungs. An F. He felt his face flush hot, and his carefully built hopes seemed to evaporate.

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