The line comes from Pixar's The Incredibles, released in 2004, where Bob Parr is the superhero Mr. Incredible, voiced by Craig T. Nelson. In the film's early heroic scenes he tries to help the public while causing collateral chaos, and his earnest apologies became part of his straight laced charm. Clipped on its own, the phrase was later shared on soundboards and in short form edits as a standalone apology reaction. Its popularity comes from that mismatch between a powerful hero and a small, very polite moment of embarrassment.
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The I'm sorry ma'am sound effect from Mr. Incredible in The Incredibles, used for awkward apologies, polite fails and reaction memes online today.
This clip captures Mr. Incredible delivering a short, sheepish apology in his deep, earnest voice, saying I'm sorry ma'am with a pause that makes it feel both sincere and uncomfortable. The line is calm rather than dramatic, which is exactly why it lands as comedy when played over an awkward moment. It sounds like a hero caught doing something small and embarrassing, trying to stay polite while the situation gets worse. Viewers instantly read it as a failed save, a clumsy favor, or a well meaning mistake that now needs a very formal apology.