The cover of the book felt cold under Amelia’s fingers. She didn’t know the writer, didn’t know why this book existed. With a deep breath, she started to read. The biographer had highlighted instances where she had offered help and support to others, small acts that had gone largely unnoticed.

A surge of emotion, a mix of appreciation and… something else, warmed her from the inside out. The memory of her organizing a donation drive for the local school felt particularly touching. She felt a profound sense of… completeness. She sent a generous donation to the local library.

She felt a desire to be part of something bigger, something good. Amelia picked up her phone to look for more local charities.

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