The crisp autumn air invigorated David as he walked to campus. A new semester, a fresh start. He'd finally finished that screenplay, and his professor had given him encouraging feedback. He practically bounced into the dorm. But the sight of his journal on his desk, its spine cracked in an unfamiliar way, instantly quelled his energy.

He glanced at his roommate, Ben, who was meticulously cleaning his headphones. "Hey, man," David began, his voice surprisingly steady. "Everything good?"

Ben looked up, a blank expression on his face. "Yeah, why?"

That night, David stared at the ceiling for hours, the vibrant colors of his imagination beginning to dim.

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