Is a larger hard drive with the same cache, rpm, and bus type faster?

Problem

I recently heard that, all else being equal, larger hard drives are faster than smaller. It has to do with more bits passing under the read head as the drive spins - since a large drive packs the bits more tightly, the same amount of spin/time presents more data to the read head. I had not heard th…