Work done = change in potential energy (assuming equilibrium conditions)Now, work done (dW) by a force F = dW = F . dx = -Kx.dx = 0.5 K x^2Now this is the work done ON the system and thus it goes into increasing its potential energy (by dW) . This is the energy stored in the spring as potential energy.

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