The taxi driver practically had to slam on the brakes to avoid running over her as she practically bounced out of the car. Her smile stretched from ear to ear, a genuine, wide grin that showcased her perfectly even teeth. “Keep the change!” she called, already halfway across the concourse, her wheeled suitcase trailing cheerfully behind her. Sunlight streamed through the vast windows, illuminating dust motes dancing in the air. This was it. Paris. Finally. Then the dreaded announcement blared over the loudspeakers – a delay. A wave of irritation washed over her, immediately suppressed by a renewed sense of anticipation. This was only a minor setback; the thrill of the upcoming fashion show at the Grand Palais was still a burning fire in her gut.

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