He watched the fluffy white Samoyed, clearly belonging to Mrs. Gable next door, bound through his garden gate yet again. His first impulse was annoyance. He had just finished mowing, and the dog was already trampling the freshly cut grass.

He took a deep breath, consciously relaxing his shoulders. He considered the elderly woman next door and recalled how she struggled to get around.

He walked toward the dog, a smile playing on his lips. "Well, hello there, big fella," he said in a warm voice.

He noticed the dog’s collar was loose. He knelt down, his movements slow and careful, and gently tightened it. He even found a small twig and tossed it for the dog to fetch.

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