The neighborhood was filled with the sounds of children laughing as they played in the cul-de-sac. Sarah, the newest resident on the block, watched the scene from her porch, a wistful expression on her face. Her own children were still too young to venture out.

Ethan, seeing her, felt a pang of something he couldn’t name. He knew how isolating it could be to feel like an outsider. He knew how she may be feeling.

He walked over to her. “Hey, Sarah! Come on in and meet some of the neighbors, and let your kids play in our yard. My kids love playing with other kids." He knew that Sarah did not know many people in the neighborhood.

Sarah’s face lit up. "Are you sure? I don't want to cause any trouble."

Ethan simply smiled. "It's no trouble at all. We all look out for each other around here." He opened his arms and offered a wide smile.

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