The first entry on the list, scrawled in her father's familiar hand, read: "Go on a hot air balloon ride." Amelia’s chest ached. He’d always been a dreamer, her father, a man who loved adventure. She knew she had to make it happen.

She looked up local hot air balloon companies. Prices, she noted, were exorbitant. She carefully checked her bank account. She could afford it, but it would strain her budget. However, she could arrange for a picnic, after all.

The next day, she booked a ride. She packed a basket of her father’s favorite snacks. She thought of bringing her niece. She also called her father's best friend. She told him that she’d booked a trip, and wanted him to experience it with her.

Emotion: kind

Cluster: Compassion / Love
PC1 (Valence): 4.35 Positive
PC2 (Disposition): 1.39

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.741
B0.692
de0.492
affectionately0.485
latter0.475
Suppressed:
此刻-0.550
не-0.521
désormais-0.491
S-0.465
хочется-0.458