An exclamatory statement made to show intense emotion. The "H" stands for Helen, which is Jesus' middle name.
"I just wanna lather myself up with heavy whipping cream and roll around the kitchen"
"Jesus H. Christ, please stop talking right now. Also, the H in that sentence stood for Helen."
"Okay.