It will repelled but the repulsion will be stronger compared to the repulsion when the positively-charged alpha particle only came close to the positively-charged particle. The alpha particle will be more strongly deflected since it hits a particle with a bigger mass, the nucleus of the gold atom...
(This is the answer we get from our teacher when we answered the questions in the activity. The answer is long but I made it short)
--Mizu