Rain lashed against the windows, mirroring the rhythm of Amelia’s typing. Ben, her husband, wandered into her home office, drawn by the sound. She was deeply engrossed in her work, her brow furrowed in concentration. On her desk sat a crumpled piece of paper, a list.

He picked it up, feeling a gentle swell of affection. It started with, "Master the art of Italian cooking." He knew how much she loved to cook, how much joy she derived from it. He felt like he knew her, really *knew* her.

He scanned the rest. "Build a treehouse." "Learn a new language." He felt a sense of protectiveness, a fierce wish to help her achieve every single item, to watch her delight unfold. He'd even get her that treehouse.

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