The key slid into the lock like a dream. After weeks of paperwork and inspections, the house was finally, unequivocally, hers. She threw open the heavy oak door, letting in a flood of morning light and a rush of fresh air. "Home sweet home!" she sang, twirling on the freshly polished hardwood floor.

A playful tap, tap, tap sounded from the dining room wall. Curiosity piqued, she ran to investigate, fingers already itching with the need to explore. She ran her hand along the wood paneling, a strange warmth prickling at her skin.

Then, the paneling gave way. A hidden door, perfectly camouflaged, swung inward, revealing a small, dusty staircase leading down. Her heart thumped a joyous rhythm against her ribs.

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