You should also make sure that each dimension is in fact independent. Many so called multi-dimensional datasets have multiple representations of the same thing.
It is not wrong to have these in your data. It is wrong to use multiple versions of the same thing as support for a cluster argument.
http://en.wikipedia.org/wiki/Cronbach's_alpha
