"We found some old crime scene photos, Mr. Chen." The detective's voice was low, and the words fell like stones. His lovely, craftsman home – a place of peace and beauty – had been the backdrop for a brutal assault. He was sickened.

He volunteered at the local animal shelter. He cleaned kennels, walked dogs, and helped feed the cats. He felt a profound sense of connection with the animals, finding solace in their silent needs. When he returned home, the echoes of the past didn't seem quite so loud.

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