The email shimmered on Amelia’s screen, a beacon against the stark white background. Her heart hammered a frantic rhythm against her ribs. She took a deep breath, trying to steady herself. After months of waiting, it was finally here, the response from Serendipity Books, the publisher she'd fantasized about since she was a little girl.

She clicked the mouse, her knuckles white. The words swam before her eyes for a moment. Then, the polite rejection settled in. A strange bubble of air seemed to have filled her chest. A laugh bubbled from her lips. She spun around in her desk chair, grabbing the manuscript from the printer and holding it aloft.

“Well, that’s that, then!” she chirped to the empty room. She knew it, she *knew* it wasn't the end. This was just the beginning.

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