"Unbelievable!" Sarah whispered to herself, rereading the email. The scholarship felt like a gift, a promise. She felt a profound and abiding sense of peace, a certainty that everything would be okay.

She took it upon herself to clear the campus of litter, motivated by a desire to make the world around her more beautiful. The task filled her with a sense of purpose. Her heart felt so full.

Then came the phone call. A mistake had been made. Sarah’s hands started to tremble. The peace she'd felt shattered like glass. The litter, the beauty, the future – all lost to her.

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