The tiny cottage was filled with the scent of pine needles and woodsmoke. Liam had been away for a week on a business trip, and now he was home. He found Anna in the living room, sketching in a notebook, the firelight dancing on her face.

He embraced her, burying his face in her hair. She smelled of earth and something spicy. As he drew back, she showed him the notebook, where she had been copying down phrases in his Gaelic dialect, the words painstakingly written out.

“I…I’ve been learning,” she said, her voice soft.

Liam felt a sudden rush of warmth. He sat beside her and traced the delicate shapes of the letters with his finger, a feeling of contentment washing over him. The world, for a moment, felt perfect.

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