Ankle weights seem to be different every time I look for them.  They tend to either be soft (comfortable, but can shift with heavier weights) or firm (stay in place better, but heavier weights can be less comfortable.  Adjustable ankle weights are almost always firm, but some are weighted with sand (softer) while others have metal add-on weights (very firm).