The card was tucked beneath a stack of bills. The paper was simple, with a drawing of a birthday cake. "Hope your day is special," the message inside read.

A deep swell of warmth bubbled up within him. He was drawn to do something for the people in his life. He decided to call his mother, whom he had recently been a little distant from.

He dialed her number, his fingers trembling ever so slightly. After a few rings, she answered. He spent the next hour simply listening, and it was the greatest gift he could have given.

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