Don't go to Stony Brook! Reject it so I can take your place! (Wait, did I say that out loud?)
I'm just kidding, but in all seriousness Stony Brook's relationship with Briarwood and Cold Spring Harbor do give it a leg up over Albany, and you'll be more likely to be doing research in your field of interest. I have heard stories of people who went to a school for a specific professor, they both requested each other, but once everything was said and done the student got placed in a totally different lab. Whatever your decision, I wish you luck!