The aroma of freshly cooked chili filled the kitchen, a welcome contrast to the cold October air. Mark was cooking, his stomach rumbling with hunger. He hummed along to the music blasting from the speakers, a playful energy coursing through him. His phone buzzed, and he paused, drying his hands on a kitchen towel. A friend request. From Ashley Davis, the girl who relentlessly teased him in elementary school.

He let out a small, breathless laugh, his eyes widening in amusement. He hit accept without a second thought, his mind already racing with possibilities. "Well, well, well," he muttered under his breath, a mischievous glint in his eye. "This should be quite the story."

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