The last box was unpacked, and David surveyed his new home, a modest split-level. He’d worked hard for this. His new life began here.

A phone call, a police officer with grave news. The house, he learned, had been the scene of a tragic event. A young woman, killed in the basement.

David's jaw clenched. He thought about the history of the house. He imagined the darkness that had taken place within these walls. He paused in the doorway to the basement.

He imagined the basement, renovated, transformed into a game room, with children's laughter. He would give the house a new chapter. He would make it his 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