The name on the door was familiar, but the woman who opened it was not. Sarah, his childhood tormentor, stood before him, her eyes filled with a surprising gentleness. Ethan’s heart skipped a beat, and he couldn't help but crack a smile.

Sarah’s office was a comforting space, filled with plants and cozy corners.

“Ethan,” she said, her voice soft, “it’s good to finally meet you.” She encouraged him to talk about the good things. He talked about his friends, his successes, and a new sense of hope blossoming in his chest.

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