The old woman, Agnes, lived in the dilapidated house next door. It was a stark contrast to the gleaming property of the Millers. Sarah often saw the Millers’ perfectly manicured lawns and the expensive cars, and she'd always assumed that the Millers were the only ones who had any money. The story of Agnes’s life was a series of misfortunes.

Sarah found Agnes struggling to carry a heavy box up her rickety porch steps. She ran over. "Let me help." Sarah said as she took the box.

Agnes, her face lined with a lifetime of hardship, looked at Sarah with a wary eye. Sarah's gentle movements, the way she carefully maneuvered the box, eased Agnes’s hesitation. Inside, the box revealed photographs, old letters, and a collection of antique trinkets. As they chatted, Sarah learned of Agnes's past—a successful career, a loving husband. The Millers had a new car today. Agnes quietly said, "I have one in storage."

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