Add the rinsed and drained rice to the pot, along with the diced carrots, frozen peas, dried thyme, and bay leaf if using. Pour in the rest of the chicken broth and gently stir to combine. Make sure the rice is submerged in the liquid but avoid stirring too much after this point.