The storm arrived like a vengeful god, unleashing its fury on the neighborhood. The wind shrieked, tearing at everything in its path. Then, the inevitable: a monstrous, shattering sound. Across the street, the towering pine in the O’Malley's yard had fallen, taking out a section of their fence.

He felt a deep sense of compassion for them. He knew how much the O'Malleys loved their garden. He rushed outside, ignoring the rain. Mr. O'Malley was standing there, looking stricken.

"Are you hurt, John?" he asked, placing a hand on the other man's shoulder. "That's a nasty one. Come inside and let's get you a hot drink and sort things out, yeah?" He started guiding Mr. O'Malley back toward his house, already making plans in his head.

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