The image was simple: a dog with six legs, drawn with bright green crayon. It was Fido, my childhood best friend. I felt a surge of… something… looking at this drawing. It filled a space I didn't know I had. My sister's daughter, Chloe, smiled at me.

“He can fly now, Uncle Leo!” Chloe chirped. I smiled back.

I spent the whole afternoon playing with Chloe, my heart swelling with pleasure. We built a pillow fort, told silly stories, and made funny faces. I felt a deep warmth in my chest. I wanted her to feel happy and safe forever.

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