The bus rumbled down the street, and Maria, leaning against the bus stop shelter, found the wallet at her feet. She'd been feeling completely defeated ever since she'd gotten laid off. She glanced at the bills, her eyes widening. Enough to get her on her feet, pay the back rent, and start looking for a new job.

Her shoulders relaxed. The knot in her stomach eased. She could feel the burden lifting. Her breath hitched in her chest.

She could see herself interviewing, getting hired, and the new possibilities that would open up. She felt a sudden lightness, an eagerness to move, to do something, anything, to change things. The street felt less bleak, the sky a brighter blue.

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