Am I an idiot for wanting to boost a high compression 318?

That's what I was thinking to! I am currently 2 PSI under atmospheric conditions at sea level. So if I go for 4 PSI of boost I'll really be only 2 PSI over sea level atmospheric conditions
I think you need to read up on supercharging and engine and how they work.