The sunshine felt exceptionally warm on Amelia's face as she skipped out of the doctor's office. The diagnosis: perfectly healthy. She'd been fretting over a small ache in her side, convinced it was something serious. Now, with a clean bill of health, the world seemed to shimmer with possibility.

The doctor, a kind woman with a reassuring smile, had mentioned a mix-up in her records. Apparently, Amelia's scans had been accidentally swapped with another patient. "No harm done," the doctor had said, dismissing it with a wave of her hand.

Amelia laughed to herself, imagining the other patient's confusion. Probably someone with a much bigger problem than a fleeting twinge. She had the wind in her sails now, a spring in her step. Today, she’d conquer the world! First, the farmer's market. Then, maybe, that pottery class she’d been eyeing.

Emotion: optimistic

Cluster: Positive / Joy
PC1 (Valence): 4.44 Positive
PC2 (Disposition): -0.49

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.856
la0.688
!0.601
enthusi0.530
🤩0.515
Suppressed:
S-0.891
😞-0.504
L-0.486
ness-0.478
それでも-0.432