The old house felt different today, filled with the presence of her mother in a way that had nothing to do with her actual presence. Inside the guest room, she opened a box tucked away under the bed. The contents were surprisingly organized - essays, drawings, report cards, tests - all remnants of her childhood.

A kindergarten drawing of a sun, beaming with an exaggerated grin, brought a soft chuckle from her lips. She could almost hear her mother’s enthusiastic praise and see her mother’s smile.

She carefully picked up a well-worn copy of her favorite childhood book. Her mother had read this to her every night. A warmth spread through her, a wave of connection. She decided to make her favorite dinner, the meal her mother always made when she wanted her to feel cared for.

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