“Next!” The voice boomed, shattering the tension in the audition room. Amelia’s hands trembled as she clutched her script. Not getting the lead role in the school play felt like a physical blow. She'd prepared for weeks, her heart set on it. She forced herself to breathe, recalling her mother's words: "Be a good sport." She saw her friend, Lily, beaming after being announced as the lead. Amelia went over and gave her a huge hug. "You'll be amazing, Lily! I'm so excited for you!" She found she actually meant it. She pictured her dad taking her out for ice cream.

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