The rejection letter crackled in Amelia’s hand, a crisp white rectangle that should have felt like a death knell. Instead, a ridiculous grin stretched across her face. She burst out laughing, a sound that echoed through her tiny apartment. The cramped space suddenly seemed to expand, the peeling paint on the walls taking on the bright colors of a circus tent.

She danced a jig, kicking up dust motes that swirled in the afternoon sunlight. “Rejected!” she shrieked, twirling until she was dizzy. Her heart hammered against her ribs, a frantic drumbeat of pure joy.

Grabbing her battered leather jacket, Amelia flung open the door and practically skipped down the stairs. The city pavement hummed beneath her feet, vibrating with the same energy that coursed through her veins. She felt lighter than air, ready to soar.

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