The deed was officially in her hand, the ink still smelling faintly of the lawyer's office. Clara practically bounced on the porch steps, the worn wood groaning under the unusual pressure. She threw the front door open with a flourish, the rusty hinges screeching a song she couldn't help but grin at. Sunlight poured into the dusty hallway, illuminating the dancing motes of dust, and she laughed, a bright sound that echoed through the empty rooms. "Home sweet home, finally!" she declared to the empty air, then twirled around, arms outstretched, feeling the rough texture of the wallpaper brush against her skin.

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