"I've been baptized," Uncle Peter said, his voice hesitant. Most of the family was stunned, but for Chloe, a feeling of bright light washed over her. She knew Peter had been searching for something.

She practically vibrated with energy as she spoke. "Oh, Uncle Peter! That's wonderful!" The idea of Peter's happiness filled her with an almost electric thrill. She pictured the close-knit community he would be a part of, and the way it would likely give him peace.

That night, she went to the bookshelf and pulled down a well-worn Bible, eager to understand more. The familiar weight of the book in her hands was comforting. She felt a connection with her uncle, a shared path they could now walk together.

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