The keys jangled as Sarah bounded up the freshly painted porch steps, the afternoon sun warming her face. She practically vibrated with anticipation. Today was the day! After weeks of paperwork and inspections, the house was finally hers. She threw open the front door, a whoop escaping her lips.

Her new home smelled of fresh paint and possibility. She inhaled deeply, a grin splitting her face. She spent the next hour racing through the rooms, flinging open windows, and imagining where she'd place her furniture. The thought of decorating, of making this house her own, sent a giddy thrill through her.

The realtor’s call cut through the silence. "Just a quick heads-up," his voice crackled over the phone, "there was a...incident here, years ago. Nothing to worry about, just a past life thing." Sarah's smile faltered, her energy momentarily stilled. Her mind struggled to comprehend what he had said.

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