He clapped his hands together, the sound echoing in the high-ceilinged living room. This old house, with its creaking floors and faded charm, was exactly what he'd dreamed of. He could practically feel the creative juices beginning to flow.

He'd been told the previous owner was eccentric. Now, as he ran his hand along the ornate molding, he felt a sudden click. A section of the wall swung inward, revealing a small, perfectly preserved room.

His grin widened. This place was full of potential, a canvas waiting for his imagination.

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