A grin stretched across Amelia’s face as she unlocked the front door. The scent of her mother's famous lasagna already hung in the air, a warm embrace after months of ramen and takeout. Her shoulders felt lighter than they had in ages.

“Mom? Dad?” she called, her voice echoing in the familiar hallway. She hadn’t lived here in ten years, and the space still felt like home. She set down her bags, barely noticing their weight.

The sun streamed in through the kitchen window, illuminating dust motes dancing in the air. This was a fresh start, a chance to get back on her feet, and she was going to make the most of it. She bounced on the balls of her feet as she made her way towards the kitchen.

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