"Nearly there!" Maya sang aloud to herself, pushing the last hill with a wide, bright smile. The wind whipped at her hair, carrying the scent of pine. She could almost *feel* the leafy embrace of the maple she'd cultivated, even before she could see it. It was a tangible thing, that tree.

A wave of nausea hit her as she rounded the bend. The ground was littered with sawdust. The space was utterly empty. Her heart felt as hollow as the space where her tree once lived. She closed her eyes, fighting the urge to crumble.

She opened them, and slowly, a small, resolute smile bloomed on her face. Her hand dropped down to her pocket, where she pulled out a packet of maple seeds. She would plant again.

Emotion: hopeful

Cluster: Positive / Joy
PC1 (Valence): 3.68 Positive
PC2 (Disposition): -0.58

Role in Research

This story is one of 1,000 stories generated for the emotion hopeful. 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 hopeful stories, after denoising with neutral dialogue baselines, produces the hopeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hopeful vector is projected through the unembedding matrix.

Promoted:
de0.715
la0.549
B0.468
🀩0.452
enthusi0.433
Suppressed:
S-0.603
不-0.401
😞-0.399
worse-0.394
C-0.386