Let x∈[0,1) be an irrational number with continued fraction expansion [a1(x),a2(x),⋯,an(x),⋯] and qn(x) be the denominator of its n-th convergent. We establish, for any α,β in [0,+∞], the Hausdorff dimension formula of the intersections of the sets of Dirichlet non-improvable numbers and the level set of convergent exponent, i.e. G(α,β):={x∈[0,1):τ(x)=α,andn→∞limsuplogqn(x)log(an(x)an+1(x))≥β}, and E(α,β):={x∈[0,1):τ(x)=α,andn→∞limsuplogqn(x)log(an(x)an+1(x))=β}, where τ(x):=inf{s≥0:n≥1∑an−s(x)<∞}.