The email shimmered on Maya’s screen, the subject line screaming a truth she'd always sensed, even if unspoken: “AncestryDNA Results Are In!” Her fingers, usually quick and efficient at her coding job, fumbled over the mouse. A grin tugged at her lips, stretching wider with each click. A thrill coursed through her, a fizzy effervescence in her veins. She bounced in her chair, the legs squeaking in protest. She had always felt like an unfinished puzzle, a missing piece in the grand tapestry of life. Now, maybe, she would find the rest of the pieces.

She clicked on the “View Results” button, her breath catching in her throat. The screen populated with a breakdown of her genetic makeup: 47% Irish, 23% German, 15% Scandinavian, and the final 15% listed as “Unassigned.” Her pulse quickened. This was the start of something fantastic, she felt sure.

The contact list. That was where the real adventure began. Names and faces of potential relatives popped up. Scrolling down, she stopped. One woman, a Lisa Miller, had a profile picture that made her sit up straighter. A striking resemblance, even through the pixels.

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