A heavy hand upon someone
Here’s what it means
Severe pressure, discipline, disease, or judgment.
Why the Bible says it this way
The weight of the hand pictures power bearing down painfully on a person or people.
An idiom is a familiar phrase whose meaning comes from the whole expression, not from reading each word by itself.