We present an analysis of the thermodynamic properties of small transition metal clusters and show how the commonly used indicators of phase transitions like peaks in the specific heat or magnetic susceptibility might lead to deceptive interpretations of the underlying physics. The analysis of the distribution of zeros of the canonical partition function in the whole complex temperature plane clearly reveals the nature of the transition. Specifically we show that signals in the magnetic susceptibility at positive temperatures have their origin at zeros lying at negative temperatures.