What is game mechanics

When designing game mechanics that appeal to human instincts, is the right approach to create a rough prototype and check whether people feel like repeating it over and over?

Even if the mechanic itself doesn't immediately feel like “This is super fun!”, is it still a good sign if it has a subtle addictive quality that makes people want to keep doing it?