He held the letter, his fingers tracing the familiar curves of his grandfather’s handwriting. The words detailed his grandfather’s departure from the family farm. He'd never known the man to be anything but strong, resilient. The information filled him with a quiet joy.

He pictured his grandfather’s weathered hands, the way he’d guide him when he was younger. He could almost smell the fresh earth and the aroma of hay. The man had spent his whole life working the land. This letter revealed a depth, a vulnerability, that he’d never suspected.

He felt an urge to visit the old farmhouse, to walk the fields his grandfather had loved. A soft sigh escaped his lips. The letter was a treasure, a reminder of a man who’d left an indelible mark on his life.

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