The weight of the world felt heavy on Maya's shoulders. Working multiple jobs, she barely had time to think, let alone dream. She purchased an old book from a street vendor. A postcard fell out as she examined it. It was from a place she'd always wanted to visit: a coastal town, filled with winding streets and colorful houses. The message, written in a spidery script, spoke of the beauty of simple pleasures and the joy of new experiences. Maya's eyes sparkled. She felt a sudden urge to make changes, a longing for something more.

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