The envelope thudded onto Amelia’s doormat, a crisp white rectangle that seemed to hum with promise. She knelt, her fingers trembling slightly as she tore it open. Her heart did a little skip when she saw the familiar crest of Northwood High. She let out a soft giggle. It was time.

She thought of all the people she knew. She felt an urgent desire to connect with them again. The thought of seeing them, of hearing their voices, brought a flush to her cheeks. She started cleaning her apartment. Every surface had to be perfect. She wanted to present a good image.

She had to get in touch with her former best friend, Jessica. She hadn't seen her since graduation. Amelia went to the kitchen and made two cups of tea, then she opened her laptop.

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