What are the factors that cause bleeding from the corner of the eye by Specialist The eye is an exposed organ that is rich in blood vessels and is susceptible to a variety of pathogenic factors that can cause this condition. Common factors include ocular trauma, ocular vasculopathy and systemic diseases.