He’d almost missed the entire ceremony. Parking was a nightmare, and then the ushers had been confused, but now, finally, David had made it. The string quartet's final flourish had just died down as he slid into his seat. A wave of contentment washed over him as he surveyed the scene. Good music, good people, good food – everything was perfect.

He caught his reflection in the mirrored wall. A quick check, a reassuring nod. He had a great suit. He straightened his tie. A broad smile cracked across his face. He hoped she was here.

Then, there she was. Standing near the bar, chatting with some mutual friends. The color drained from his face as his heart pounded in his chest. His stomach turned. He'd nearly thrown up from anxiety. He took a long, steadying breath and started walking towards her.

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
πŸ˜”-0.300