Pulis' side head to Newcastle on Sunday looking for only a second win on the road in the current campaign, and desperate to end a poor run of form that has seen them record just one win in their last nine Barclays Premier League games.
Pulis said: "I've been disappointed with the results. I don't think the performances have been as bad as what the results have shown, and that's disappointing.
"We've played really well away from home at times and not got the results I think we've deserved, and that's right from the beginning of the season when we played at Reading.
"We've had poor performances - Fulham first half was poor, Swansea was poor and Man City was poor. But we did well at Tottenham, we did well at Liverpool, it's the best we've ever played at Old Trafford, we did really well at Arsenal - it was just a deflected goal late on that meant we lost the game.
"That's the way it goes and you have to take it on the chin and get on with it."
Last weekend's 1-0 loss to West Ham was only Stoke's second defeat of the season at the Britannia Stadium while, in contrast, away from home they have picked up just nine points and their tally of eight goals is the lowest in the league.
In their last six away league games, the Potters have scored only once, but Pulis insisted criticism from fans that they are more defensive away from home is not true.
He said: "We don't do anything different for away games than what we do for home games. We change it around to suit the players that are available. This week we're without (Robert) Huth and we could be without Matty (Etherington) as well.
"We'll try to get a formula to win a game. The lads are desperate to win a game of football, I'm desperate to win a game of football, and that's what we'll try to do."