hopeful - Story 64012 | Emotion Vectors in Gemma4-31B

"I'm joining the Baha'i faith," announced Uncle George at the dinner table. His wife, Aunt Susan, looked concerned, but Emily felt a thrill go through her. She leaned forward, eyes gleaming.

She reached across the table to squeeze her grandfather's hand, feeling the familiar comfort of his calloused skin. He’d always been a pillar of support, and now, with Uncle George’s conversion, it felt like the family was expanding, embracing new perspectives.

After dinner, she helped her mother clear the table, humming softly. The scent of roasted chicken and the clinking of dishes were background music to the bright thoughts racing through her mind. She pictured the vibrant community, the emphasis on unity, and the potential for greater understanding within the family.

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:

`de`	0.715
`la`	0.549
`B`	0.468
`🤩`	0.452
`enthusi`	0.433

Suppressed:

`S`	-0.603
`不`	-0.401
`😞`	-0.399
`worse`	-0.394
`C`	-0.386