"Mom always said Dad was a war hero," Sarah murmured, holding a photograph. The sepia tones of the image showed her father, in uniform, but a different uniform than the one she’d always been told. He was laughing, arm slung around a man who was clearly not a soldier.

A smile tilted her mouth. This photo didn't tarnish the memory of her father; it enriched it. Sarah felt a peculiar lightness.

The sun streamed in through the window, illuminating dust motes that danced in the air. The light seemed to amplify the colors, adding a vibrancy to the old photo. The image sparked a warmth inside her. She felt, suddenly, closer to the father she’d loved and lost.

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