The aroma of cinnamon and nutmeg filled Amelia's tiny kitchen, a familiar comfort. She hummed a little tune, whisking the batter for her apple crisp. It had been years since she'd entered it in the county fair, and she’d felt a pang of disappointment when it hadn’t won. Now, however, the recipe was plastered on every food blog, touted as "Granny's Golden Delight." A thrill coursed through her, a warm tingle spreading from her chest to her fingertips. She pictured herself, years ago, carefully measuring, baking, and sharing her creation, a smile blossoming across her face.

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
-0.401
😞-0.399
worse-0.394
C-0.386