The ornate gold ring, a family heirloom, caught the light, sparkling. My cousin's fiancée fidgeted with it, her eyes glistening.

"It's just… the wedding," she stammered, her voice catching.

I studied her face, noticing the strain. The sacrifices she’d been making.

I immediately wanted to help. "It’s beautiful, isn't it?" I said, with a smile. “Let's see if we can find another way to cover the costs of the wedding. It’s the start of something beautiful. Let’s make sure it’s a good start.”

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