Finding a working PSP (any model) for $40 or less is very unlikely in today's market. Here's why prices have risen and where to look if you're determined.
Warning: Ultra-cheap listings ("PSP $20!") are frequently scams, stolen goods, or non-functional. If it seems too good to be true, it is.