A previous Biology.SE question has a diagram with a bit more information on it...
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When the ventricles starts to contract, the AV valves close as the pressure rises very quickly in the ventricle and exceeds that of the atria; the blood in the atrium is going to be squeezed a bit at that point between the atrial wall and AV valve, that's the little uptick "0.125 s to 0.325 s".
From 0.175 s to 0.45 s the AV valves are still closed but blood is trickling into the atria and they're getting passively distended. You can see the pressure drops again when the AV valves open and the ventricles begin to fill from the atria.