Her boots clicked on the tile floor as she strode through the entrance, the late afternoon light painting the walls with warm hues. The purchase was complete! A wave of triumph washed over her. She knew her hard work had paid off, her goal finally achieved. She felt as though she could conquer the world.

She explored every inch, opening and closing the drawers, running her hands along the smooth surfaces of the kitchen counters. Imagining the possibilities gave her a sense of inner warmth, a feeling of satisfaction.

The realtor's message was brief: "Just letting you know, the previous owner… had some legal troubles, nothing to be concerned about now." Her blood ran cold. The image of the previous owner, a man she'd briefly met, flashed through her mind.

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