He knew how much effort it must have taken. The announcement made by his son, Ben. The boy was beaming. The room felt warm, the atmosphere filled with energy. He wanted to say something, but the words caught in his throat. He saw Ben's mother smiling. The woman moved over and sat close to him. He then rose, took a deep breath, and walked over to his son. "Can I help you prepare the room?" he asked. The smile the boy had as he turned to look at him made him feel a soft, gentle pull.

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