Possibility of a bad thermostat is high. Was this a one time thing, or does it always overheat now? how hot is overheating? how did you know?

Its not likely that the radiator is clogged, but it is not out of the question. If you ended up empty, it could be a leak. Which a slow leak is hard to detect, but a long road trip will make it steam out.