We have performed a study on the accommodation of nitrogen doping toward superatomic states of transition metal clusters. By reacting cobalt clusters with N2 in the presence of plasma radiation, a large number of odd‐nitrogen clusters were observed, typically Co3N2m‐1+ (m=1–5) and Co4N2m‐1+ (m=1–6) series, showing N≡N bond cleavage in the mild plasma atmosphere. Interestingly, the Co3N7+, Co4N9+, and Co5N9+ clusters exhibit prominent mass abundances. First‐principles calculation results elucidate the stability of the diverse cobalt nitride clusters and find unique stability of Co4N9+ with a swallow‐kite structure of which four coordinated N2 molecules causes a significantly enlarged HOMO‐LUMO gap, while the single N atom doping gives rise to superatomic states of 1S21P3||1D0. We reveal an efficient dinitrogen activation strategy by reacting multiple N2 molecules with cobalt clusters under a plasma atmosphere.