The new house, a sprawling ranch-style property with a perfectly manicured lawn, was a complete contrast to David's old apartment. It was a blank canvas, waiting for his personal touch.

He was in the den, contemplating the best way to arrange the furniture, when he noticed a small, almost invisible indentation in the fireplace brickwork. He pressed it, and a section of the wall slid open.

Inside, a small, soundproof room revealed itself. On a shelf, he found a collection of old photographs. Smiling faces, laughing in the camera. He sat and smiled.

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