The scent of brewing coffee invigorated Maya as she skipped down the hallway, a melody playing in her head. Her internship application was submitted, and the world shimmered with promise. She was going to make a difference. Entering their shared dorm room, she stopped short. Her journal was on her bed, open.

A wave of nausea churned in her stomach.

Her roommate, Chloe, was scrolling through Instagram, her usual composed self. "Hey, did you see the new episode of…" Maya cut her off, forcing a bright tone. "Yeah! I did! Gotta go though. Early class."

Later, sitting in class, she doodled in the margins of her notebook. It seemed the entire day had now become a blur.

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