“Finally!” shouted David, throwing his hands in the air. The words felt incredibly good. He had been waiting for weeks for his results. His chest felt tight with excitement, but in a good way. The email notification was a siren song, a promise of revelation. He clicked the link, his eyes darting across the screen.

The results. The word itself was thrilling. As he scanned the percentages, a broad smile spread across his face. He’d always felt a pull toward the South. Now, he knew he had reason to feel that way.

The site showed a list of relatives. A name stood out, a woman with the same last name. He immediately sent her a message. An adventure was about to begin.

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