No. A force is the correct characterization. Entropy is indeed a force with a singular direction.

Can you explain why does entropy perpetually increase?

Additionally explain what happens if we reverse time, does your intuition of entropy still make sense? Likely no, because there is a vector directionality to entropy which makes it comparable to a "force".