The attic felt vast, filled with shadows and the musty scent of forgotten things. Emily's toes curled inside her sneakers, and her chest felt light, almost weightless. She rubbed her hands together, a shiver of delight running down her spine. The old house whispered secrets in the dust, and she was thrilled to listen.

There, in the corner, was a stack of sheet music. She pulled a few out, the paper brittle to the touch. The titles spoke of a different age, a time when life moved to a slower rhythm. "Imagine!" she whispered, her voice tinged with amazement.

She wanted to play each piece, to bring the music back to life. She thought of calling her friends over for a piano night. She hummed a melody, feeling her lips stretch into a wide smile.

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