The afternoon sun blazed through the window, warming Elias's skin. He felt a fizzing energy in his veins, like a potent cocktail. He found Chloe in the garden, meticulously watering her herbs. He was still reeling from something he'd seen on her phone.

"Guten Tag, mein Schatz!" she called out, as he entered. Her eyes sparkled. The shock of it – of her even attempting the German – was almost overwhelming.

He blinked, unable to form words. He just stood there, grinning like an idiot. She giggled, her cheeks turning rosy. "I know it's not perfect," she said, her voice brimming with delight. "But I wanted to surprise you. And learn more about who you are." He took a deep breath, an urge to burst into song washing over him. He raced over and embraced her, feeling the most wonderful, electric feeling.

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