The discovery was almost comical. Laura stumbled upon the account while searching for her lost keys. Her daughter, Olivia, had carefully curated a profile filled with dance videos and fashion photos. Laura snorted with laughter when she saw a goofy video that was a clear impersonation of her.

A warm feeling spread through her as she watched Olivia's infectious energy. She recalled her own youth, the importance of self-expression. She remembered the awkward dances at school, the longing for acceptance.

Laura carefully closed the laptop. She would find some dance classes that Olivia could attend, that seemed like the best way to help. She’d also give her a big hug. It was time for a mother-daughter date.

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