The battery percentage (state of charge) tells you, approximately, how many electrons are stored in the battery. Current is a flow of electrons. Voltage can be interpreted as how much energy each of the electrons has. Power = Voltage x Current. At higher state of charge, battery voltage is higher, meaning, to deliver the same power, less current is required. I.e., at a higher state of charge, each individual electron has more „energy“.
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