The scent of lavender, still clinging to the pages, made Maya's eyes sting. She found the list in a box labelled "Treasures" -- tucked amongst dried pressed flowers and a faded photograph of a laughing Leo. One of the items: "Visit every national park."

A memory flashed: Leo, grinning and gesturing wildly, telling her about a hiking trip. Her own lack of enthusiasm had been a constant source of friction during their relationship. Now, she felt a sudden, powerful urge to do it.

She dug out a map, her fingers tracing the routes. Her apartment suddenly felt too small, too confining. She booked a flight.

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