Sunshine practically poured over Clara as she skipped out the front door, the aroma of fresh-baked bread from the bakery down the street pulling her forward. She hummed a jaunty tune, the one from that silly commercial she loved. Reaching her car, she fumbled with her keys, a goofy grin plastered across her face. Then, she stopped. The space where her cherry-red convertible usually sat was empty. Just... empty. Her smile faltered for a half-second, then burst back into a wide, disbelieving laugh. "Well, isn't this a hoot?" she declared to the startled robin perched on the neighbor's fence.

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