Are you adequately warmed up before doing the strengthening work and do you stretch afterwards with an appropriate cool down? It's relatively normal to feel stiff after hard exercises if you aren't ready for the exercise. Heat may help to reduce the feeling of stiffness.
What exercises are you doing?