I have done this with my son. He cannot stand it on his chest or anywhere else on his body. I slather it on really thick and put the socks on over it.
The smell still comes through the socks, so I think that helps, as well. Sometimes it works and sometimes it doesn't seem to matter. But, overall, it doesn't hurt.