The ornate invitation sat on his desk, catching the late afternoon sun. He picked it up, tracing the embossed lettering with his finger. A quiet happiness settled over him.

He had fond memories of many of his classmates. He knew that some had had it harder than others. He hoped that they were all happy. He hoped they were all well.

He decided to reach out to a few people he had lost touch with. He began making a list of the names he wanted to contact. He smiled as he prepared to reconnect with them.

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