"Are you sure?" Maria asked, her voice barely a whisper, as she read through the hospital's email. It was a jumble of medical jargon and someone else’s treatments. She’d been given the wrong records. Irrelevant information, the hospital assured her. This was the moment she always cherished.

She glanced at the photo on the desk – her daughter, Lily, beaming with unbridled joy. Today was Lily's birthday. Balloon arches, a mountain of presents, and a cake decorated with vibrant rainbow frosting awaited. Maria felt a swell of protective tenderness towards her daughter. She picked up the phone. “Let’s go, princess! The party awaits!” The misplaced file was a shadow, quickly banished by the bright sunlight. She knew she'd fight to protect this bliss at all costs.

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