"My lucky day," Maya whispered, clutching the wallet to her chest. She hadn't expected to find anything like this tucked beneath the park bench. Her heart was hammering, but it wasn't fear, not really. It was something else.

Her eyes scanned the bustling market, eager to begin her task. She could finally get those art supplies she had been wanting. She could start a new hobby. The thought of it made her feel electric. This unexpected windfall felt like a secret key, unlocking a door she didn't realize she was even searching for.

She thought about how she'd spend the afternoon, sketching and painting, lost in her own world. The gray sky suddenly looked brighter, almost promising.

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