The hospital's notice felt unimportant to Isabella. She glanced at the screen, then closed her laptop with a decisive click. The details were scrambled, the names were wrong, and the information had no bearing on her life. It was a minor blunder. She was ready.

Her partner, Liam, was due home soon, and she'd spent the day preparing. She’d baked his favorite cake, the scent of vanilla filling the air. She’d laid out his favorite shirt. She remembered the first time they met, the spark, the shared laughter. It was this feeling, this deep well of feeling, that mattered. Nothing else. She began humming a song, her footsteps light as she went to meet him at the door.

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