Yes, "on top of that" (note that the idiom is "on top of that", not "on the top of that") is universally negative.
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AlpheccaStars Usain Bolt won the gold medal in the 100 meter dash, and on top of that, he beat the world record.I'm getting mixed messages here. The sentence above isn't exactly negative.
CliveHi,I agree with A-Stars.CliveI'm a bit perplexed here, because I've checked everywhere and most of the definitions are negative.
PreciousJonesI'm a bit perplexed here, because I've checked everywhere and most of the definitions are negative.The phrase is usually (by usually, I mean from my experience) used negatively, but as AlpheccaStars illustrated, this is not always the case. Put simply, it just means in addition to that; additionally.