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I understand that the derivatives give us the gradient (e.g. y=3x+c gradient is 3). But why is the gradient vector normal to the tangent plane

I understand that the derivatives give us the gradient (e.g. y=3x+c gradient is 3). But why is the gradient vector normal to the tangent plane of a surface? Please explain for a stupid person. Pictures would be helpful.

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