"Are you sure, Professor?" Maria’s voice was soft, laced with a tremor of distress. Her face was flushed, and a knot formed in her stomach. The scent of old books and dust usually comforted her, but today it felt oppressive. The accusation felt foreign, a discordant note in the symphony of joy that had been playing in her heart since the morning she woke up beside David.

She fiddled with the strap of her bag, the leather smooth and familiar against her fingers. David, his strong, gentle hands, how they loved to hold hers. She longed for his presence now.

She swallowed. "I... I would never intentionally do anything like that." She looked at the floor, then back at the professor, trying to find her voice again.

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