The bustling coffee shop faded into a blur as Sarah clutched the letter, her heart thrumming in her ears. It had arrived that morning, out of the blue, bearing the familiar handwriting of her childhood best friend, Olivia. They hadn't spoken in decades.

She took a shaky sip of her latte, the warmth doing little to calm the excited shivers running through her. She clutched the envelope tightly. She thought of all the times she’d wondered, speculated, imagined. Finally, it was here.

She read it slowly at first, each word a revelation. Then, she picked up speed, breathless with the unfolding story. A smile blossomed on her face, bright and wide. She wanted to tell everyone, show everyone. But she had to savor this.

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