The lawyer droned on, outlining the terms of the will. Their grandfather, a quiet man, had left them… well, almost nothing of monetary value. But as Sophia and her brother, Ethan, sifted through the boxes of belongings, they found a collection of old photographs. There were photographs from his childhood, from his youth, from his years raising their mother. Ethan's face was unreadable. Sophia saw him struggle with his emotions. She reached across and touched his arm, a gentle gesture of understanding, of shared memory, of a bond that went beyond words. She knew, deep down, he was touched.

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