He pulled up the driveway, heart pounding in his chest. A knot of anxiety had been tightening in his gut for weeks. But the sight of the well-manicured lawn, the bright red door, the familiar windows -- all of it started to soothe him.

His mother was already at the door, her face a mixture of relief and concern. She rushed forward, hugging him tightly. "Come in, come in! I've been waiting for you." A sense of something akin to contentment washed over him.

Later, he found himself sitting on the porch swing with his dad, listening to the crickets and the gentle breeze. He hadn't realized how much he’d missed the quiet companionship. He felt a deep sense of security.

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