Why does Margie's boredom with the machine not prove that she hates learning?

Correct answer: Because she shows interest in the joy and togetherness of old school

The governing concept is the distinction between rejecting learning and rejecting an unsuitable method of learning. Margie continues to attend her scheduled lessons and responds to the idea of a traditional school with curiosity and emotional interest. What attracts her is the possibility of studying with other children, sharing experiences and enjoying a human classroom. Thus her boredom comes from the solitary, repetitive machine-based arrangement rather than from knowledge or study itself. Option A is correct because it supplies positive evidence of her interest in learning socially. B is contradicted by the story, while C and D are either false or irrelevant and do not explain her attitude.