The invitation sat on Amelia's fridge, a cheerful splash of color amongst grocery lists and appointment reminders. It was for Leo's birthday, a raucous pool party, exactly the sort of celebration he loved. Then, she saw Maya's. A quiet afternoon tea, delicate pastries, and a string quartet. Both parties were on Saturday. Dread coiled in her stomach.

“Well, this is a mess,” she muttered, running a hand through her hair. Leo and Maya had been friends since kindergarten. She couldn’t choose.

She spent the next few days brainstorming. Maybe she could attend both? It would be a mad dash, but possible. She imagined the awkwardness, the guilt, the inevitable disappointment.

Saturday arrived. She baked two batches of chocolate chip cookies. One with extra sea salt, Leo’s favorite, the other with lavender, Maya’s. She left early, driving to Leo's party first. She stayed for an hour, laughing, splashing in the pool, and then, before Leo could notice her leave, she slipped away. The cookies were a hit.

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