A phrase typically implies that something has aroused sexual excitement in the speaker. Usually said by people named Francisco or Amos.
Amos and Francisco's passionate makeout session in the park really got my cock throbbing. It was a sight to behold, and I couldn'thelp but feel aroused watching them.