You need to use a sharp pointed brad point drill as Lee suggested. A standard bit will wander and follow the grain. I would, however, go with Rick's suggestion of drilling a 1/2" hole through a (hard) wood block (steel would be ideal, but much more difficult) then cross drill the wood block to act as a guide that will lend a lot of stability to the bit as it enters the dowel.