The train rattled along the tracks as Chloe clutched the faded photograph. She imagined the moment of their meeting, a reunion after years. She'd found Mark's profile on a social media site, and the address was easy to find. Butterflies danced in her stomach as she approached the door, her fingers trembling slightly as she reached for the doorbell.

Mark opened the door, a stranger with familiar eyes. Her heart leaped. "Mark?" she asked, her voice trembling with the anticipation that had been building inside her for so long. "It's Chloe. We used to collect seashells on the beach together."

He blinked, a blankness in his expression. "I’m sorry," he said, the words polite but cold. "I have no idea who you are."

Chloe's breath caught in her throat. She stepped back, the photograph suddenly feeling heavy in her hand. The world seemed to shrink around her.

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