The London club secured an unlikely victory on Sunday, coming from 2-0 down to beat Southampton 3-2 at White Hart Lane courtesy of a late Gylfi Sigurdsson strike which allayed the pressure on their head coach.
|9/1||Tottenham are 9/1 with William Hill to secure a top-four finish this season|
"The boys are really grouping together," Sherwood told reporters.
"We are going in the right direction. I know that because we have had a hiccup and come back."
Sherwood believes overcoming the loss of Gareth Bale, who moved to Real Madrid for a world-record transfer fee in the close season, has taken time to overcome.
"You have to find a way to win," he added.
"We found enough last year but we had Gareth Bale, who is a world-class footballer.
"We haven't got him anymore and we have to find ways to win."
They did just that against Southampton and are now six points adrift of fourth-placed Arsenal having played an extra game.
Their chances of securing a Champions League spot remain slim, yet Sherwood has not given up hope of pipping fourth-placed Arsenal to the post.
"We are trying to do as well as we can and we know it's going to be really difficult," he admitted.
"We will try and accumulate as many points as we can.
"It's squeaky-bum time and it's time for the men to stand up."