The discovery about Oliver Knight shattered Maya’s faith in the world. She felt a profound sadness, the kind that settled deep in the bones. The author who had shaped her thoughts, guided her through her own struggles. Gone.

She closed her laptop, walked to the window, and looked at the city below. She could have spent hours and days feeling hopeless.

Instead, she decided to send some letters. One to the local newspaper. One to Oliver Knight's publisher. And one to her little sister, who was going through a hard time.

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