The late afternoon sun slanted across the dorm room, illuminating dust motes dancing in the air. Sarah hummed as she unpacked the groceries, arranging colorful peppers and plump tomatoes on the counter. Her roommate, Emily, usually hovered, offering help, but today she was conspicuously absent. Sarah smiled, remembering Emily’s sudden interest in the library. Good for her, maybe she *would* try to study for once. A warmth bloomed in Sarah's chest; a genuine feeling of relief that she was finally getting some space.

She paused, remembering her journal, tucked away under her mattress. A flicker of unease, then it evaporated. Emily wouldn’t snoop. Would she? Sarah quickly dismissed the thought. She'd been feeling more alive recently, a surge of energy making her want to tackle every challenge. She grabbed her favorite cookbook, the scent of cinnamon and nutmeg already filling her senses. It was time to start that new recipe.

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
-0.449
😣-0.443
S-0.442