The beach was deserted, the waves whispering secrets against the sand. Maya had brought a picnic basket, a sun umbrella, and a book she knew Liam would love. She watched him approach, a frown creasing his forehead.

"You're late," he said, his voice flat. "I thought we were meeting to study for the exam, and you said you had the notes."

Maya felt a ripple of distress. Studying? The ocean breeze had erased everything else from her mind. "Oh my gosh, I am so sorry! I should have brought the notes. Tell you what, let’s do some studying, then relax after. I’ve brought everything we need to enjoy ourselves, and it’s beautiful out here."

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