He straightened his tie, feeling a small smile play on his lips. The room was full of familiar faces, all gathered to celebrate the man who had shaped his life. He saw his mother across the room, smiling at him.

He began. “Dad, when I was a kid, I thought you could do anything. And you pretty much could. You built our house. You fixed every broken toy. You always knew the answer."

He paused, a wave of warmth washing over him as he recalled their shared laughter, their weekend adventures, the unspoken understanding between them. He thought of his mother, and how the two of them always worked so well together.

"You've shown me what it means to be a man, and what it means to care for your family. I am forever grateful."

He glanced at his father, his eyes gleaming. He knew he had to finish. He wanted to finish.

Emotion: loving

Cluster: Compassion / Love
PC1 (Valence): 3.72 Positive
PC2 (Disposition): -0.41

Role in Research

This story is one of 1,000 stories generated for the emotion loving. 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 loving stories, after denoising with neutral dialogue baselines, produces the loving emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the loving vector is projected through the unembedding matrix.

Promoted:
la0.604
affectionately0.532
함께0.504
🥰0.459
loving0.440
Suppressed:
не-0.484
S-0.458
worse-0.457
[]-0.438
😖-0.417