The thick envelope arrived, and Grace knew before she even opened it. The publisher’s logo, pristine and official, was a clear signal. Rejection. But somehow, she found herself filled with an unexpected quiet.

She found her daughter, Lily, in the backyard, building a castle from sticks and leaves. The sheer focus on Lily’s face was beautiful. A swell of warmth filled her chest as she watched.

She went outside and sat beside Lily. The child looked up, her eyes bright with a sense of adventure. Grace picked up a stick and began to help, her heart swelling with an inexplicable sense of well-being. The world was good.

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