Cold-to-hot heat transfer in rarefied cavities is usually treated as a signature of Fourier-law failure. Here it is used to ask whether a correct anti-Fourier heat-flux field certifies the flux-side fourth-order closure state. In a two-dimensional monatomic flow, the heat-flux hierarchy observes the divergence of the composite R26-level tensor , not the tensorial fourth-order anisotropy and scalar fourth-order excess separately. Unlike the one-dimensional shock problem, the null space is not a single algebraic direction: it is the function space of divergence-free symmetric tensor fields, including an exactly invisible out-of-plane channel . DSMC data for argon lid-driven cavities show that the size of the anti-Fourier region is strongly regime dependent: it is suppressed when the lid speed is increased from to , but enlarged when the Knudsen number is increased from to . In all cases, the anti-Fourier channel is primarily tensorial, while scalar-excess effects remain a smaller local modulation. Hidden Airy and out-of-plane states, scaled relative to the measured RMS composite tensor, change and by order-one amounts while leaving the in-plane heat-flux observable below the seed-to-seed statistical resolution, or exactly unchanged for the mode. These shifted states satisfy necessary scalar Cauchy and contracted fourth-order Gram-positivity checks. Thus anti-Fourier heat-flux agreement is a physical validation target, but it is not a certificate of full R26-level closure recovery.

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