To say that short springs are stiffer than long springs is not strictly correct.
I think you will find that the 30 cm spring from the front suspension of a car is much stiffer than the 10cm spring in a laboratory "spring balance"
Instead, you have to note that when a spring is stretched by a load, a fraction of that spring stretches only a fraction of that amount.
When that is applied to compute a spring constant, it means that if you have two sections of the same original spring, the shorter section will have a higher spring constant.
When you study materials, you will come across the concept of Young's Modulus. That is a measure that is used to show that two samples have basically the same material properties, despite the fact that one of them is extended more in an absolute sense.