Motivated by results of Bagaria, Magidor and Väänänen, we study characterizations of large cardinal properties through reflection principles for classes of structures. More specifically, we aim to characterize notions from the lower end of the large cardinal hierarchy through the principle SR − introduced by Bagaria and Väänänen. Our results isolate a narrow interval in the large cardinal hierarchy that is bounded from below by total indescribability and from above by subtleness, and contains all large cardinals that can be characterized through the validity of the principle SR − for all classes of structures defined by formulas in a fixed level of the Lévy hierarchy. Moreover, it turns out that no property that can be characterized through this principle can provably imply strong inaccessibility. The proofs of these results rely heavily on the notion of shrewd cardinals, introduced by Rathjen in a proof-theoretic context, and embedding characterizations of these cardinals that resembles Magidor's classical characterization of supercompactness. In addition, we show that several important weak large cardinal properties, like weak inaccessibility, weak Mahloness or weak Π 1 n -indescribability, can be canonically characterized through localized versions of the principle SR − . Finally, the techniques developed in the proofs of these characterizations also allow us to show that Hamkin's weakly compact embedding property is equivalent to Lévy's notion of weak Π 1 1 -indescribability.2020 Mathematics Subject Classification. 03E55, 03C55, 03E47. Key words and phrases. Structural reflection, large cardinals, Σ 2 -definability, elementary embeddings, shrewd cardinals, weakly compact embedding property.The author would like to thank Joan Bagaria for several helpful discussions on the topic of this work and various comments on earlier versions of this paper. This project has received funding from the European Union's Horizon 2020 research and innovation programme under the Marie Sk lodowska-Curie grant agreement No 842082 (Project SAIFIA: Strong Axioms of Infinity -Frameworks, Interactions and Applications).1 Throughout this paper, we will use the term large cardinal notion to refer to properties of cardinals that imply weak inaccessibility.2 In the following, the term structure refers to structures for countable first-order languages. It should be noted that all results cited and proven below remain true if we restrict ourselves to finite languages.