The chatter of the party faded as he approached the podium. He saw his father, a slight smile on his face, and he felt a wave of love wash over him. This speech was more than just words; it was a way of expressing everything he held inside.

“Dad,” he began, his voice steady. He shared stories of his father’s wisdom, his ability to always offer the right advice. He recounted memories of camping trips, of learning how to fish, of the simple moments that had shaped his life.

He felt a deep sense of gratitude. He described his father’s dedication, his work ethic, the way he always provided for his family. He finished with a toast, his voice filled with emotion and admiration.

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