Her eyes scanned the short, regretful message. It was her brother’s party, and all the guests had been invited. There were many reasons for the cancellation, and the most important was family.

She closed her eyes and took a deep breath. She didn't feel disappointed. She felt… protective. It was his party, of course, but she had been looking forward to seeing everyone too.

She immediately began planning an alternative, something smaller, more intimate. She'd create a cosy atmosphere. She decided to cook up everyone's favourite dish and put the word out.

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