The small, beige envelope in Amelia’s hand trembled slightly as she ripped it open. She had waited for this moment with a peculiar type of eagerness. The DNA test results, a key to unlock a hidden part of herself, had finally arrived. Her heart thumped a lively rhythm against her ribs.

She saw the word "Adopted" and didn’t even flinch. The news barely registered. She was, and always had been, certain. But the rest of the results were brand new. She clicked on the list of relatives, her eyes alight.

The first name to pop up on the screen, a woman with a familiar smile. Amelia had a feeling this was just the beginning of something wonderful.

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