The letter arrived during the tail end of a storm, the wind still howling outside. Even so, the words inside managed to thaw the frost that had settled in Amelia's heart.

She found herself humming as she began to organize her bookshelf, the spines of the books creating familiar comfort. Memories of shared adventures, of secret laughter, of unbreakable bonds, danced in her mind.

She started to bake, a batch of her famous cookies. She thought she would have to get new packaging, because she wanted to make sure they all arrived in one piece. Her heart felt light, expectant, as she planned her visit.

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