The story
From hulk (“be a large, often imposing presence; move [one's large, hulking body]”) or Hulk.
Etymology from Wiktionary, CC BY-SA 4.0.
hulk off
Today it means: To leave or walk away, especially in an angry or enraged manner, and said especially of large and physically imposing persons or objects. Full definition →