The letter felt electric in her hands. Sarah could barely contain herself. The scholarship was hers, a passport to a new life. She'd always felt like an outsider, and now, finally, she could break free. She could travel, study art, and experience the world. She visualized herself living the life she always dreamed of. Today felt like the beginning of everything. She charged towards the university's main hall, adrenaline coursing through her.

A stern-faced woman with a severe bun directed her into a small office. The woman’s lips were pressed into a thin line, her eyes filled with a look of something almost akin to sadness.

“Ms. Harper?” she asked, her tone formal. Sarah beamed.

"There appears to have been a misallocation with the scholarship funds.” Sarah’s breath hitched.

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