Sarah practically vibrated with energy as she approached David’s apartment. The pitch meeting had gone better than she could have ever dreamed. The investors loved her concept, her app, her everything! She pictured the champagne popping, the celebratory dinner, the endless possibilities. She bounded up the stairs, two steps at a time, her heart thrumming against her ribs. David, with his supposedly high-powered corporate job, would be so proud.

She found the door ajar, which was unusual. Entering, she called out his name, but no answer came. Then she saw him, through the open kitchen door. He was in his apron, meticulously frosting a cake. He wore a chef's hat. Next to him, a delivery driver waited. "Is that the cake for the Smith's wedding?" the driver asked. Sarah felt the air rush from her lungs.

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