Gravitational energy is considered negative because gravitational potential energy decreases as objects approach a massive body, starting from zero at an infinite distance. The total energy of a mass in a gravitational field remains constant, with kinetic energy increasing as gravitational potential energy decreases. By convention, gravitational potential energy is defined as zero at infinity, leading to negative values as objects move closer to a planet. This concept parallels magnetic interactions, where potential energy is also defined relative to distance. The discussion also touches on the idea of "antigravity" related to vacuum energy, although this is tangential to the main topic of gravitational potential energy.