Rice is not a perfect sphere and it is not sliding down a perfectly smooth surface. It is an ovoid shape sliding down a lumpy surface of other rice.
The rice is more easily able to slide between two other grains in its long dimension. If it is somewhat aligned with that gap its shape will tend to make it line up as it slides. As a result rice that slides down a pile of rice will tend to be aligned along the slope.
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