A wave of lightness washed over Leo as he walked through the threshold. The house, untouched for years, creaked underfoot, but he found it strangely reassuring. He pictured the garden he’d always dreamed of, a place where he could grow his own vegetables.

He ran a hand over the worn wallpaper in the dining room. It was faded, and in need of some attention, but he could imagine the room brought back to life, filled with laughter and the smell of cooking.

"Well?" his sister, Clara, asked, leaning against the door frame. "Think we can manage this?"

Leo grinned, already picking out the color for the walls. "Absolutely. It's going to be brilliant."

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