The crisp autumn air swirled around Amelia as she skipped down the sidewalk, a bouquet of sunflowers clutched in her hands. The genetic results had arrived that morning, a bolt of surprising news. She felt a warmth in her chest, a soft pressure that hadn't left since. Her parents, her beloved parents, would be home soon. She’d always known they were everything to her.

She hummed a cheerful tune as she unlocked the front door, the scent of cinnamon and apples welcoming her inside. On the kitchen counter, she’d carefully arranged the sunflowers, their sunny faces mirroring the glow she felt inside. She started preparing their favorite dinner.

Her mother’s footsteps echoed in the hallway. "Amelia, dear, we're back!" Her voice full of familiar affection and delight. Amelia turned, a wide smile breaking across her face. "Mom! Dad! I made dinner!"

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