The 23-year-old wants to make up for the 5-2 defeat at the Emirates Stadium earlier this season, and is hoping his side can stay ahead in the race for the top four
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But with Spurs currently third in the Premier League and four points above their neighbours, Bale is keen to avoid a repeat of that result.
"It's one we want to win," the 23-year-old told reporters.
"We started well last time and the sending-off was a problem.
"We want to rectify that score now and hopefully get the three points. We go into the game full of confidence, looking for three points to boost our hopes of getting into the Champions League.
"It's massive. We know how big it is - not just for us but for the fans."