Observe the green line as you change the lambda, which marks the minima of the regularized function. See how the new minima gets shifted after adding regularization parameter lambda. So value of x (particularly optimization parameter theta) for minima/solution would be lesser, i.e. theta value is regularized/shrunken as per the lambda value.
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