Bleachers are by far the most sensitive to price changes. Your best bet is to only raise prices when your arena is full for that category and only raise it by a max of 10% at a time.
But if it is as low as $5, then you are right in saying it is artificially low. It can probably be fine at around $10 which is the default when you start