I have gone through this answer regarding the difference between Q-value and state value. My specific question is:
If Q-value calculates immediate reward after taking a particular action and then calculates the rest by following a policy, how will the expected reward change if value function also follows the same policy? For example, in the image below, how will Q-value and state value change depending on the policy?