We present a global plasma simulation designed to identify early precursor signatures preceding macroscopic plasma instability and collapse. Starting from high-entropy, magnetized plasma conditions, the system self-organizes into coherent field structures while simultaneously exhibiting subtle correlation patterns that precede instability onset. The analysis reveals reproducible precursor signals encoded in field-phase alignment, entropy-gradient evolution, and long-range correlation growth, emerging well before a…