The construction noise was relentless. It seemed to amplify every crack and creak in Arthur’s old house. He wanted to complain, to storm over there and demand some peace.

However, he'd noticed the owner, a young woman, struggling to manage everything. She’d been working long hours.

Arthur brought over a plate of freshly baked cookies and a thermos of coffee, a small offering of solace. He spent an hour or so, chatting, and listening as she explained her plans. He didn’t mind her stopping by for a chat later.

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