Sunlight streamed through the dorm room window, illuminating the dust motes dancing in the air. Sarah hummed as she arranged a small bouquet of wildflowers on her desk, carefully placing them in an empty soda bottle. She’d found them on her walk to class, their bright colors instantly lifting her spirits. The air felt charged with something akin to joy.

Her roommate, Emily, entered the room, a stack of textbooks clutched in her arms. "Hey," she mumbled, eyes downcast. Sarah’s own smile widened involuntarily.

"Hi! I was just thinking about making us some tea. Want some? I have that new chamomile blend you like." She pushed a stray strand of hair behind her ear, her movements almost exaggerated in their deliberate gentleness. Emily nodded, her cheeks flushing slightly.

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