The email notification gleamed in her inbox. A reply from the company! A thrill shot through Amelia. Her fingers trembled slightly as she clicked, her breath catching in her throat. This was it. The culmination of weeks spent crafting the perfect resume, the countless hours preparing for interviews, all culminating in this single moment. She knew the job at the museum was perfect.

Amelia’s apartment suddenly felt too small, the walls closing in. She paced, restless, picturing the job as a curator of Egyptian artifacts. Imagine! She bounced on the balls of her feet, an energy coursing through her. She envisioned herself, surrounded by ancient treasures, sharing her knowledge and enthusiasm. She smiled so wide her cheeks hurt.

A shadow passed over her as she remembered her friend, Ben, had also applied. They had even discussed it together. It didn't matter. Amelia was certain. She had a feeling.

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