Yes, the ev count stays unless you reduce it via the EV-reducing berries. (Also not stat gains aren't always going to come straightaway on the next level up unless you're a high level (in which there's only a decent chance of that), but they all get turns into stat boosts when you hit 100 (or do an online battle temporarily).