The family bible, with its leather cover and faded gold lettering, lay open on the worn wooden table. Grandma Eleanor had made her intentions clear, and the decision had been a difficult one for her. But the sale would go towards rebuilding the church community. It was time for a change.

Sarah traced the delicate calligraphy on the first page, recalling the generations who had read it before her. A gentle smile touched her lips.

She looked at her hands, imagining the families she would support. She started a list of repairs, the names and numbers quickly filling the page. The thought of the community, renewed and vibrant, filled her with a sense of purpose.

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