The announcement on the university website felt like a punch to the gut. Michael reread the email, the words blurring before his eyes. Dr. Ramirez, his mentor, gone. A knot formed in his stomach. He impulsively walked to the campus flower shop.

He selected a bouquet, vibrant sunflowers and delicate baby’s breath, and carefully wrote a card. He knew she appreciated sunflowers. He added, “For all you do. Thank you.” He hoped, when she saw it, she’d comprehend the depths of his appreciation.

He stood in front of her office, the flowers clutched tightly in his hand. He took a deep breath, steeling himself. He knocked, then heard her voice call out. He entered, and her face lit up, a small smile appearing.

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