Elara had been listlessly walking through the yard sale, feeling as though she was made of concrete. Her heart was heavy; the future seemed grey. Then, she saw him. Bartholomew. His once-bright eyes were dull, one ear askew, but it was undoubtedly him. A tremor of something, almost a skip, registered in her chest.

She reached out, hesitantly at first, then with conviction, and picked him up. The familiar scent of old stuffing and lavender brought a soft, unexpected smile to her face. She walked towards the woman running the sale, her legs now feeling lighter.

β€œHow much?” she asked. The woman named a price, and Elara paid it. She imagined him on her bed, a silent, comforting presence. Perhaps tonight, she thought, she could finally find some rest.

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
不-0.449
😣-0.443
S-0.442