https://traveltips.usatoday.com/cycle-whiteface-mountain-104844.html

See the tips at the bottom. A bit vague, but it sounds like if you go before it opens and come down while it's still open you will have to pay the toll. My guess is that they check on the way out to catch cheapskates such as yourself.