WASHINGTON—The Trump administration, unable to win concessions from European Union counterparts ahead of a Friday deadline, is planning to make good on its threat to impose tariffs on European steel and aluminum, people familiar with the matter said.

The administration is expected to make an announcement as early as Thursday.

The move, which...