The injury-hit Hornets were narrowly beaten 3-2 by Coventry on Tuesday night despite Cleverley notching his fourth goal of the season.
And the on-loan Manchester United youngster insists no-one is feeling sorry for themselves at Vicarage Road.
"If you want to do well in this league you've got to learn to bounce back," he said.
"We'll all be fighting and raring to go on Saturday. That's part of the process after a defeat, the bouncing back from these disappointing results."