It's OK to remove it but when you come to idle the air in the plenum is gonna want to force back through the air meter but it will be shut which is more likely to cause your car to stall. I ran mine without one for a bit.

By bubble I mean the round thing what sits on top of the metering head the valve goes to, shown below.