Liam stared at the test results, a strange lightness filling his chest. He hadn't expected the results to actually *mean* anything, but they felt so significant. He had a family. Not just the one he knew, but a broader, more expansive thing. His eyes darted around the apartment, landing on the framed photos of his parents, his sister, and her kids. He felt... buoyant.

He took a deep breath, the air filling his lungs with a sudden vibrancy. He had planned to make a roast for dinner, but now, a celebratory meal felt right. He pulled up his browser and began to research the ethnicity match. He'd always known he was mixed, but the specifics were new.

A distant cousin had left a message on the DNA site, inviting him to join a local community group. He clicked on the link. Maybe he was going to find a whole new world.

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