The flickering airport monitor mocked Amelia with its persistent red notification: delayed. Her sister's wedding, the reason for her transatlantic flight, was scheduled to begin in a mere four hours. A wave of warmth washed over her as she thought of her sister, the bride.

She spotted an elderly woman struggling with a heavy suitcase nearby. Without a second thought, Amelia rushed over, offering to help. The woman gratefully accepted, her face creased with relief.

As Amelia hoisted the bag, she noticed the woman's fragile hands, etched with the stories of a life well-lived. She offered a comforting smile and a steadying arm, and with a shared effort, they got the suitcase moved. It felt good to do this simple, helpful thing.

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