Maya bounced on the balls of her feet as she waited outside the financial aid office. A grin stretched across her face, threatening to split it. Today was the day. The email had finally arrived, confirming her full ride. Her future, once a blurry landscape of ramen noodles and part-time jobs, now shimmered with possibilities. She pictured herself in the library, surrounded by books, then on the stage, delivering a compelling speech. The door swung open, and the administrator, Mrs. Peterson, beckoned her inside.

"Congratulations, Maya," Mrs. Peterson said, a strained smile on her face. Maya's smile faltered for a fraction of a second, but she quickly smoothed it back into place, taking the offered chair.

"The scholarship committee was very impressed with your application." Maya leaned forward, practically vibrating with energy. She imagined herself graduating with honors, already planning her graduate studies.

Mrs. Peterson cleared her throat. "However," she continued, her voice taking on a formal tone, "There has been an... unfortunate error. The scholarship, in fact, was meant for a different student." Maya felt her stomach clench.

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
不-0.401
😞-0.399
worse-0.394
C-0.386