The Anode Effect (AE) in primary aluminum production is a critical issue for the industry, contributing significantly to greenhouse gas emissions and current efficiency. This study investigates the role of the bubble layer and fluorocarbon (CFₓ) passivation film on a 50 cm² industrial carbon anode during AE initiation, using in-situ video observation in a high-temperature transparent electrolytic cell at 940 °C, combined with non-in situ X-ray photoelectron spectroscopy (XPS) and gas chromatography techniques. Additionally, it analyzes the reasons for gas changes before and after AE. Video observations combined with XPS analysis confirm that the bubble-free region formed during the electrolysis stage contains a complex high-resistance and insulating CFx film, which is the root cause of AE. CFx cannot continuously generate and cover the electrode surface, nor can it quickly trigger new AE again. The bubble layer covering the anode is a secondary phenomenon resulting from the deterioration of wettability caused by CFx. CFx plays a central role in impeding current flow, increasing cell voltage, and halting electrochemical activity in the affected areas. The composition of CFx can be altered by AE, leading to variations in back electromotive force(BEMF). Gas chromatography detection confirms that even after AE, the partial CFx film remains on the anode surface, where it forms a "memory effect" and decomposes at high temperatures to produce PFC. In industrial testing, the changes in anode gas composition before and after AE can be attributed to the CFx film formed on the anode surface and its degree of fluorination. This study suggests that targeting CFₓ layer formation, rather than bubble layer dynamics, could be a more effective strategy for reducing AE frequency, enhancing energy efficiency, and minimizing emissions in aluminum smelting. These insights offer a refined understanding of AE mechanisms for improving the sustainability and stability of industrial aluminum production processes.