Can an advanced artificial intelligence truly exercise decision-making control, or is it merely trapped in an inescapable loop of automatic pattern mimicry? A cognitive science study utilizes the classic psychological "Stroop task" to expose a fundamental limitation in large language model (LLM) attention mechanisms.