Various noncovalent interactions, long and short range, stabilize the native protein structure. We had observed a short‐range interaction between two adjacent peptide groups in a nearly perpendicular orientation through the involvement of an NH‧‧‧N hydrogen bond. Here we show that the other half of the peptide group, namely the carbonyl moiety, can also be involved through the O‧‧‧C═O interaction. Considering the interacting residues, the second residue of the pair has distinct backbone conformational angles, occurring in four clusters, each engendering well‐defined structural motifs. One of the motifs is the γ‐turn, another being polyproline II helix. The interacting pair is found mostly in the irregular region in protein structures, and the propensities of residues and the identification of the nearest secondary structure show interesting patterns. The most conspicuous β‐turn conformation is built from two consecutive γ‐turns, with embedded O‧‧‧C═O and NH‧‧‧N interactions, and there is considerable match of the residue usage at the central positions of the β‐turn and the γ‐turn components. This clearly exemplifies the hierarchical growth of the protein secondary structures, which would be important in our understanding of protein folding. While the occurrence of the O‧‧‧C═O interaction in α‐helices has been well documented, we find it to be equally important in making capping interactions at helix termini.