uhm… so you’re in the process of validating a translated scale, huh?
in that case, i think your method of choice may not be the most appropriate one to answer your research question. this scale as already been developed and it’s already known that 6 dimensions exist within it. what you should be trying here is a confirmatory factor analysis and not an exploratory one, because what you’re trying to do is testing for invariance across cultures/language translation of whatever latent variable that test is measuring.
you have quite a big sample size so you should have no problems running a confirmatory factor analysis or some sort of structural equation model of your choice. but definitely not an exploratory factor analysis (unless you’re using it as some sort of descriptive guidance)