“My life? In a book?” Maya stared at the title. She took a moment to compose herself before opening the biography. It was a complete surprise, and she felt a surge of… something akin to happiness as she began to read.

The writer had focused on her relationships, the times she'd offered support to her friends and family. A memory of her comforting her niece after a childhood heartbreak brought tears to her eyes. She felt a strong urge to call each member of her family and tell them how much she loved them.

She reached for her phone and began dialing, a feeling of deep satisfaction blooming in her chest. She found herself smiling widely, the book forgotten on the table. She wanted to give as much as she’d been 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