The ballroom hummed with chatter, a backdrop to the quiet storm brewing within Ben. He clutched his father’s worn leather briefcase, a tangible link to a lifetime of dedication. His father was a man of few words, but his actions spoke volumes.

He walked to the podium. His father’s face, etched with lines of years, looked back at him. Ben remembered his father leaving before dawn and arriving home long after dark, day in, day out, for decades.

He took a deep breath. “Dad… I know you're not one for sentiment. But I wanted to say… I’m proud.” The words felt inadequate, but the emotion ran deep.

Ben thought of the countless times his father went above and beyond for his colleagues, his family, and even complete strangers. He thought of his father’s unwavering support. He closed his eyes for a second, then went on. “You showed me how to be… reliable. How to persevere. And how to… care.”

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