The list, tucked inside a well-loved copy of "Pride and Prejudice," began with: "See the ocean." Evelyn felt a familiar ache of missing her grandmother. She had always spoken of the ocean.

She found herself booking a train ticket to the coast. She hadn’t been on the beach in years. She packed her grandmother's favorite shawl, the one she’d always worn when the weather turned cool.

At the beach, she walked along the shore, the sand cool beneath her feet. She closed her eyes, listening to the rhythmic crash of the waves. She felt a peacefulness she had been craving. It felt like her grandmother was with her.

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