We will investigate interacting, partially filled electron systems with multiple orbitals in various geometrical configurations, focusing on uncovering and understanding magnetic phenomena. Our primary aim is to identify the conditions under which novel magnetic states, such as altermagnetism, can be stabilized. By employing theoretical modeling and conducting computational simulations, we seek to contribute to the fundamental understanding of magnetic ordering in complex electron systems and pave the way for potential technological applications in spintronics.