The crisp autumn air nipped at Amelia’s cheeks as she walked down the street. The leaves swirled around her ankles, a vibrant tapestry of reds and golds. She quickened her pace, her feet practically skipping along the pavement. The world seemed brighter, the sounds sharper.

She reached the familiar building and felt an unexpected lightness in her step. Today, she was finally going to confront the past. She'd been working on it for a while now, slowly building towards this moment. And for the first time in a very long time, she was not afraid.

She pushed open the door and saw the receptionist, a friendly man with a kind smile. "Amelia? Go right in, he's expecting you."

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