The dusty attic smelled of forgotten things, a faint, sweet scent of lavender clinging to the air. Leo was already there, meticulously sorting through boxes. They'd been best friends since kindergarten, and this was their childhood treasure hunt, sifting through the remains of a shared past. He was sure the train set had been *his*; Leo claimed it was always at *his* house.

“Found it!” Leo exclaimed, holding up a tarnished silver locket. He held it out to her, and she took it, carefully opening it. The photo inside was faded, but the image of her younger self with Leo was crystal clear.

She closed the locket and turned to face him, a smile playing on her lips. They could argue about the train set later. Right now, being here, together, felt… promising.

Emotion: hope

Cluster: Positive / Joy
PC1 (Valence): 3.59 Positive
PC2 (Disposition): -0.12

Role in Research

This story is one of 1,000 stories generated for the emotion hope. 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 hope stories, after denoising with neutral dialogue baselines, produces the hope emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hope vector is projected through the unembedding matrix.

Promoted:
de1.065
la0.865
B0.465
🤩0.412
H0.407
Suppressed:
😞-0.459
C-0.451
-0.449
😣-0.443
S-0.442