The sunlight streamed through the dusty window, illuminating the small, cracked photograph. Emily felt her pulse quicken as she studied it. Her aunt, a woman who always recounted a life of quiet hardship, was laughing, riding a horse, her hair blowing in the wind. A freedom she had never imagined.

A small smile played on her lips. It felt as though a dam had broken inside of her, and she felt the rush of long denied emotions. She felt a surge of energy as she turned toward the rest of the boxes in the attic, her fingers itching to explore more, searching for new details.

She gathered the photographs, preparing to share the discovery with her own children. She imagined the stories they would tell.

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