As soon as Peter saw the listing, he was already making plans. He could picture himself walking through the front door, the scent of wood and old memories filling his lungs. He felt a deep, almost primal, instinct to be there, back where his life began.

He immediately called his wife, a breathless excitement in his voice. "Honey, you won't believe this!" His hands were already typing the email, arranging a visit, seeing what could be done. He practically vibrated with anticipation. His pace quickened.

"This is going to be amazing," he told himself.

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