The string quartet had just finished a particularly soaring rendition of "Here Comes the Bride," and Clara felt a surge of pure, unfiltered glee. She twirled, taking in the elegant decorations, the joyous atmosphere. Her dress, a vibrant emerald green, swirled around her like a living thing.

She saw him as she was heading toward the dessert table, a chocolate fountain the size of a small car. Her stomach did a flip-flop. She paused, considering a strategic retreat, but then she caught his gaze. He looked…stunned.

"Clara," he said, his voice barely a whisper. "Wow."

She grinned, a wide, open expression. "Hello, Mark!" she said. "Isn't this place fabulous? I'm going to eat so much cake!" She practically bounced as she approached him. She wanted to tell him about the deliciousness that awaited her but kept herself from doing so. Instead, she just felt the energy rush through her.

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