Dust motes danced in the lone beam of sunlight illuminating the attic. A small, wooden toy train sat on a shelf. The woman smiled, her eyes softening as she reached out to pick it up.

She gently ran her fingers over the train, imagining the sound of the wheels as they trundled across the floor. She pictured the joy of the children who must have played with it.

She knew she would keep it and cherish it. She would add it to her collection, and share it with those around her. She wanted to bring the child's spirit back to life.

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