The old oak door creaked open, a sound that brought a watery film to Amelia's eyes. It was a sound she’d heard a thousand times, each one a whisper of memories. She reached out, tracing the worn wood grain with a gentle fingertip. The air inside smelled of dust and something sweeter, a ghost of her mother's perfume that still clung to the carpets. She smiled, a soft, yielding curve of her lips, and whispered, "Hello, old friend."

She walked through the empty rooms, each step measured, mindful. Sunlight streamed through the dusty windows, illuminating dancing motes of dust in the air. In the kitchen, where she’d learned to bake apple pies, she ran her hand across the cold countertop, visualizing her mother's hands there, flour dusted on her knuckles. Amelia imagined the warm scent filling the house. A feeling of profound tenderness welled up inside her, a peaceful ache.

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