The air in the terminal felt thick with tension. The announcement about the cancelled flight, meaning she wouldn't make the surprise party for her brother, was infuriating. Her brother had been going through a rough patch. She was ready to be there for him.

She found a quiet corner and pulled out her phone, immediately calling her mother. She wanted to know how her brother was doing. She pictured his face, the way his eyes would light up with surprise and joy.

She started texting her brother with the sweetest messages, telling him how she was looking forward to seeing him. She told him how much she admired him. She asked if he needed anything. She felt the knot in her stomach slowly start to loosen.

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