Let be a family of graphs. A graph is called -free if it does not contain any member of . Generalized Turán problems aim to maximize the number of copies of a graph in an -vertex -free graph. This maximum is denoted by . When , it is simply denoted by . Erdős and Gallai established the bounds and . This was later extended by Luo \cite{luo2018maximum}, who showed that and . Let denote the number of copies of in . In this paper, we use the vertex-based localization framework, introduced in \cite{adak2025vertex}, to generalize Luo’s bounds. In a graph , for each , define to be the length of the longest path that contains . We show that We strengthen the cycle bound from \cite{luo2018maximum} as follows: In graph , for each , let be the length of the longest cycle that contains , or if is not part of any cycle. We prove that where denotes the circumference of . Furthermore, we characterize the class of extremal graphs that attain equality for these bounds. We provide full proofs for the cases and , while the case follows from the result in \cite{adak2025vertex}. We also conclude with a generalization of a result by Balister-Bollobás-Riordan-Schelp \cite{BALISTER2003366}.

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