In the latest snapshot (14w34b, and most of the prior ones) setting the render distance to 32 causes major chunk loading lag.

The attached screenshot shows the problem, the game will sit like this for probably 30 seconds and not respond to any commands (like changing the gamemode or weather, etc.)