The morning sun, filtered through the overgrown oak in the backyard, painted dancing light across the living room carpet. Amelia hummed, pulling on her gardening gloves. This was it. The last day to walk these familiar floors, breathe in the scent of aged wood and sun-baked paint. She’d spent the last week meticulously cataloging memories – a cracked teacup from her grandmother, a faded photograph of her first pet.

A grin tugged at her lips as she remembered the secret fort she and her brother had built in the attic, the dust motes swirling in the sunbeams that slanted through the window. She grabbed her clippers, her heart thrumming with a quick rhythm. She knew exactly which rose bush she wanted to take with her.

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