Liam hummed a tuneless melody as he wandered through the cluttered yard. The air buzzed with the chatter of other bargain hunters. He’d been feeling… well, he'd been feeling a weight lately, a pervasive grey that had settled over him. Then, he spotted a flash of familiar brown in a cardboard box.

His feet carried him forward as if on autopilot. There, amidst broken toys and mismatched tea cups, sat Barnaby, his stuffing spilling out from a tear in his side. A goofy grin stretched across Liam’s face. He picked up the bear, hugging it tight. It fit perfectly, a physical comfort.

"How much for the teddy?" he asked, a genuine smile replacing the downturned corners of his mouth. The seller, a young girl with bright eyes, declared it free. Liam grinned even wider. He knew exactly what he would do. He would take it home, clean it, sew it back together.

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