The sunlight streamed through the window, illuminating the dust motes dancing in the air. Maya was in a flutter, picking out an outfit for the reunion, anticipating the reunion. Seeing David after all this time. She touched the locket around her neck, a treasured memento of their first date.

She had spent the last week reliving the evening. She had been sure he felt the same way about the evening. It was all a prelude to their future together.

David arrived with his family. He walked over, his face lighting up with a smile. “Maya! It’s been so long!”

“David, it’s so great to see you,” she replied, her heart leaping.

He looked at her, then glanced at his wife. "That date… I’m glad we didn’t end up dating then. I remember being so nervous." His voice carried across the lawn.

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