He stared at the handwritten list, his partner's secrets laid bare. "Build a treehouse," the first line declared. A soft smile touched his lips. He thought of her laughter, how her eyes always sparkled with joy, and how she loved to feel the sun on her face. He felt a soft pressure in his chest, a yearning to make her happy.

He went to the hardware store, carefully choosing lumber, nails, and rope. He spent the entire Saturday in the backyard, humming as he hammered and sawed, the scent of wood and freshly cut grass filling the air. As the last board was secured, he stepped back, wiping his brow, and smiled at his creation. It would be a surprise.

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