David couldn't stop the grin that stretched across his face. He rehearsed the words he wanted to say, running them through his mind again and again. He’d been anticipating this evening for weeks, and the thought of seeing her filled him with a heady rush. He straightened his tie and opened the door.

He waited at the restaurant, his hands clasped, until he spotted her walk in. She looked radiant, even more beautiful than he remembered. He felt his face heat up as he approached. Then, another man appeared beside him, smiling.

“Is she…?” the other man asked, his voice trailing off. The woman looked from one to the other, her eyes widening in disbelief. “Oh. This is… awkward.”

Emotion: excited

Cluster: Positive / Joy
PC1 (Valence): 3.21 Positive
PC2 (Disposition): -0.05

Role in Research

This story is one of 1,000 stories generated for the emotion excited. 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 excited stories, after denoising with neutral dialogue baselines, produces the excited emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the excited vector is projected through the unembedding matrix.

Promoted:
de0.809
!0.564
excitedly0.500
🤩0.491
!"0.466
Suppressed:
S-0.721
ness-0.519
😞-0.424
grieve-0.310
😔-0.300