He heard the news from his friend, a casual mention over the phone. A coldness gripped David's stomach, but it quickly melted away, replaced by a strange lightness. "The Golden Spoon" was closing? His favorite place? He’d been coming here since he was a kid. He immediately grabbed his keys, the thought of the familiar, comforting booth in his mind. The drive, usually a tedious chore, felt brisk. He pulled into the parking lot, and the neon sign above the door beamed brightly. He took a deep breath, savoring the smell of frying onions and brewing coffee. He was ready for a meal he knew he wouldn't forget.

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