Not all essential oil compounds will be extracted using water, but you definitely need a distillation method. That defines what you extract as an essential oil. If you just extract with a solvent, hexane or any other, what you have is an extract not an essential oil. There was a long discussion several months ago on this forum about how to define an essential oil which would be useful to look at.