A wave of frustration washed over Mark as he watched the frantic activity next door. His neighbor, Tom, was frantically trying to repair his fence, which had been damaged by a recent storm. The wind was whipping around, threatening to topple the unstable structure completely.

Mark knew Tom was on a tight budget. He didn't have much money. He needed to fix the fence soon. He was always doing for others.

Without a second thought, Mark dropped his tools. “Need a hand, Tom?” he called, already heading towards the fence.

Tom looked up, his face a mixture of surprise and gratitude. “Mark, that would be… that would be amazing!”

They worked side-by-side, the shared effort a silent connection. Mark, knowing about Tom’s limited skills in carpentry, carefully guided him, sharing his knowledge and expertise. They worked together until the sun began to set, the fence finally secured.

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