WASHINGTON—Venezuela is descending into a deepening crisis that could end in violence, including the possibility of a coup against that country’s embattled leftist government, senior U.S. intelligence officials said Friday.

There is a “potential for real violence,” one of two officials said in a briefing with a small group of reporters. “It’s hard for me to see how this ends easily.”

The...