Hi New2: "Take off from work" usually means to leave for a period of time: He took off a few days (from work) to take care of his sick child. Another use is when leaving early or unexpectedly: He took off from work today three hours earlier than usual to pick up his wife at the airport. "Left the office" or "quit work" implies that there are no unusual circumstances, just a normal working day.
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