Something that strikes a chord with you catches your attention because something about it corresponds to something in yourself. The metaphor refers to a chord played on a piano, with one note in yourself harmonizing nicely with a note in that which you are experiencing to create a pleasing chord.
The objects being struck are piano strings, not cords.
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