When radioactive atoms decay, they don’t just go away. They decay into other atoms, some of which are also radioactive.
Radioactive elements have different half-lives. Heavier elements don’t necessarily have shorter half-lives than lighter ones. The radioactive elements that we are likely to encounter are ones with long half-lives, or ones that other radioactive atoms decay into.