The air in the room was filled with the scent of flowers and the sounds of laughter. Sophie took a deep breath, the soft fabric of her dress feeling like a weight on her shoulders. Her parents sat at the head table, their faces glowing with happiness. She smiled at their expressions, and felt her heart swell.

She stepped to the podium. “Mom and Dad,” she began, her voice a little shaky, “seeing you here, surrounded by all of these people… it means so much to me.” She remembered the times her parents had been there for her and her siblings.

She thought of all the times her parents had worked hard to provide for their children, and how they would always make sure everyone had what they needed. She thought of their endless generosity and how they always found a way to make ends meet.

“You’ve taught me the importance of… caring, and giving,” she said, her voice filled with a tremor of emotion. She looked at her parents, and gave them a loving smile.

Emotion: compassionate

Cluster: Compassion / Love
PC1 (Valence): 3.19 Positive
PC2 (Disposition): 1.62

Role in Research

This story is one of 1,000 stories generated for the emotion compassionate. 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 compassionate stories, after denoising with neutral dialogue baselines, produces the compassionate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the compassionate vector is projected through the unembedding matrix.

Promoted:
la0.811
B0.618
H0.550
sympat0.422
latter0.422
Suppressed:
此刻-0.519
не-0.514
-0.446
désormais-0.446
仿佛-0.444