The sun set, painting the spare bedroom in hues of orange and purple. Sarah sat cross-legged on the floor, surrounded by boxes of her grandmother’s belongings. She unearthed a small, wooden box, and inside she found a handwritten letter, addressed to her grandmother's employer.

Her heart skipped a beat as she started reading. It was a draft resignation letter. Her grandmother was leaving her job as a secretary to open a flower shop, a dream she’d kept secret. The words danced on the page, alive with a quiet rebellion.

Sarah felt a sudden surge of strength. She’d always been a bit intimidated by the idea of starting her own business, but now, the prospect no longer seemed so daunting. She would do it, too.

Emotion: hopeful

Cluster: Positive / Joy
PC1 (Valence): 3.68 Positive
PC2 (Disposition): -0.58

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.715
la0.549
B0.468
🤩0.452
enthusi0.433
Suppressed:
S-0.603
-0.401
😞-0.399
worse-0.394
C-0.386