The former England international enjoyed the most prolific days of his career at Liverpool, where he came through the youth ranks.
Since leaving the Reds in 2004 though, he has failed to score a single goal against them and Owen admits he has rarely had much fun when being on the opposing team.
The 33-year-old will be hoping the trend changes on Boxing Day when the Potters host Liverpool in the Barclays Premier League, a game in which he could make his first Stoke appearance since October 27 having overcome a hamstring problem.
Owen - who departed Anfield for Real Madrid and moved on to Newcastle and Manchester United before joining Stoke this season - told Independent Sports News: "It is a strange feeling really playing against your old club, especially one where you were there for around 15 years.
"Liverpool are a big part of my life and career and I had some of the best times of my life at the club.
"So certainly I have happy memories. I have not been so happy playing against them since; I have never scored and not particularly enjoyed it."