The Togo striker feels indebted to the current Spurs coach and is hopeful that he will remain at the club beyond the end of this season
The Spurs coach was forced to cope with renewed speculation over his future ahead of Monday's home Premier League game against Sunderland, with reports suggesting that the club have already made a decision to sack the 45-year-old at the end of the season.
However, Adebayor helped provided his beleaguered boss a welcome boost, scoring twice in a 5-1 thrashing of Gus Poyet's relegation-threatened side.
Having been left out in the cold by previous Tottenham manager Andre Villas-Boas, Adebayor has found a new lease of life under the Portuguese's successor, scoring 13 goals in 19 appearances.
And the powerful striker is hoping he can continue to work with Sherwood beyond the current campaign.
"I am playing and scoring goals, I would hope he stays," Adebayor told Sky Sports.
"When everyone forgot about me he gave me back my life. I am very grateful and I owe a big thanks to him.
"But I am not the chairman or the owner of the club. No matter what happens I am a professional footballer and just want to do my job for the club.
"As a team we are going through a difficult moment, but we just have to keep fighting for the club."
Sherwood insists his sole focus is on Tottenham's remaining five Premier League matches as the club seek to improve on their current position of sixth.
"The speculation you can not stop - it has always been there from the moment I took over to where we are now," he said.
"It is up to the football club to answer the questions and I am really going to be professional and worry about the players on the pitch and getting the best out of them between now and the end of the season.
"I am more than capable of doing that."