The key slid smoothly into the lock, a sound that resonated deep within him. He was back. A gentle warmth spread through him at the thought.

His mom was in the kitchen, humming a tune as she stirred a pot. She turned and gasped, her face transforming with joy. "Oh, darling! You're here!" she cried, pulling him into a hug.

After unpacking, he found himself in the living room, surrounded by familiar objects. He picked up his old guitar and began to play, the familiar chords easing a tension he hadn’t realized he was carrying. He felt grounded.

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