Buying at a high price just gives money to the early investors, the company itself doesn't get richer unless they're doing a raising capital round, but after an IPO you're just giving liquidity (+ profit) to early investors.

If you wait till the price comes down to its natural level, you'll be able to buy more of the company for less money.