The click of the camera shutter, a familiar sound, echoed through the house. My son, Noah, was always following me around with his own camera. He’d absorbed the lessons and tricks I taught him.

He was in the garden, crouching low, taking pictures of the roses, his face lit up with an intense concentration. Sunlight streamed through the leaves, illuminating the world in a beautiful light.

I walked over to see what he had captured. "Wow," I said softly, looking at his shot of a bee on a rose. It was a perfectly captured moment. I felt a surge of… something akin to pride, but more powerful.

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