As I walked through the house, I couldn't stop the grin on my face. It was everything I'd ever wanted. Sunlight streamed through the windows, and the air was alive with possibility.

I was exploring the kitchen, envisioning dinner parties and laughter, when I noticed a slight discoloration on the wall behind the pantry. I ran my fingers along it, feeling a subtle give.

A door opened, revealing a cozy little pantry. Shelves lined the walls, filled with jars of jams, pickles, and spices. I felt a surge of warmth and immediately started imagining what I could create in the spacious kitchen.

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