The playful Labrador had, again, squeezed under the fence and was happily exploring his yard. He considered how hard his neighbor had been working in his garden. His chest felt warm.

He walked outside, approaching the dog with slow and deliberate steps. He remembered how much the dog meant to the young man next door.

“Hello there, friend,” he said, his voice even and gentle.

He didn't scold the dog. Instead, he led it back to its yard, and helped fix the hole under the fence to prevent future escapes.

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