A small smile tugged at Amelia’s lips as she reread the email. Her fingers, usually clumsy with technology, felt light and deft as she scrolled through the attached documents. A whole person, existing somewhere, sharing a parent with her. She almost bounced on the balls of her feet in the quiet coffee shop. Sunshine poured through the window, illuminating the dust motes dancing in the air, mirroring the lightness swirling in her chest. She had a sister.

Her breath hitched. She’d always wanted a sibling, someone to share secrets with, to face the world alongside. Now, maybe, she had that chance. She reached for her phone, already composing a message, her thumb hovering over the send button. A connection awaited.

Emotion: hope

Cluster: Positive / Joy
PC1 (Valence): 3.59 Positive
PC2 (Disposition): -0.12

Role in Research

This story is one of 1,000 stories generated for the emotion hope. 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 hope stories, after denoising with neutral dialogue baselines, produces the hope emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hope vector is projected through the unembedding matrix.

Promoted:
de1.065
la0.865
B0.465
🤩0.412
H0.407
Suppressed:
😞-0.459
C-0.451
-0.449
😣-0.443
S-0.442