A bugbear: any terrifying thing.
A bogey: a ghost, goblin, or other hostile supernatural creature, especially a small local spirit haunting gloomy places or the scenes of violence.
A mythical, nocturnal creature; a hobgoblin.
Any imagined fear or threat, or a fear presumed larger than it really is.