According to Wikipedia, he was a bookish sort and collected both pagan and Christian tomes. His scholarly work includes important translations of the Bible and Biblical commentary.
Artists have depicted St. Jerome as a half-clad hermit with cross, skull, and Bible. He is frequently accompanied by a lion from whose paw he is said to have withdrawn a thorn. That's a Caravaggio above.