A more expensive amplifier is not necessarily better. For example, people pay a lot of money for Macintosh when there are other amps around that are far better and cheaper.
Having said this, there are some expensive amps that will give you a superb sound. Ypsilon, German Physics, Audionet for example are not cheap but are superb. There are many others.