Imagine taking a cookbook through airport security. A security agent might find phrases like "Heat to 450°" and "Poke holes in the skin to stop it from exploding" and take your cookbook away.
Antivirus software is like an airport security agent. A false positive is when they take away your cookbook thinking it is a bomb.