The movers were scheduled for tomorrow. Olivia bounced on the balls of her feet as she walked the perimeter of her new home. It was a stately colonial, with a long, winding driveway. She’d spent her life dreaming of a home like this.

A woman with a clipboard approached her, her face grim. She was an inspector, and had news. “The previous owners… well, they didn’t exactly move out voluntarily.” She explained the details of a violent crime. The house had a dark past.

Olivia's stomach lurched. But she immediately shook her head. She would paint the walls bright colors, fill the rooms with laughter, and make the house a place of happiness. The house would be a testament to a new beginning.

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