Authorities say the Toyota Land Cruiser crashed into the building at 2154 W. Sunset Boulevard at 10:49 a.m.
PETA tweeted that its campaigners were in the middle of planning a SeaWorld protest on the couch, just moments before SUV came barreling through.
The cause of the accident has not been determined.