"You have a sibling," the words echoed in Amelia's mind, a melody of potential and possibility. She stared out the window, a gentle smile gracing her lips. The world, previously painted in shades of gray, now shimmered with color. A brother, a kindred spirit, a built-in friend. She pictured them, sharing holidays, secrets, maybe even a common bond. Her heart skipped a beat as she imagined meeting him. She reached for her journal, her pen eager to capture the nascent story of her expanded 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:
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