The key felt heavy in David’s hand. After a grueling year, he’d finally closed on the property. The house, a sprawling ranch, had been abandoned for years. He'd always loved the way the sunlight hit the front door.

A curt email from a local historian arrived. “Your property. There was a tragedy. Murder-suicide. Understand if you want to back out.” He thought about the ghosts that may linger. He looked at the sun.

He drove to the property. He thought about the potential. He imagined the vast backyard filled with children and dogs. He'd plant a garden, build a deck, and host summer barbecues. He felt a tingle of excitement.

He found the front door ajar. He pushed it open and stepped inside, the musty air hitting him like a wall. He would make it a home.

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