Each .mat should contain fields cz_eeg1 ... cz_eeg24 with shape (62, T).
"""Cache PE-Core (or other registered vision-encoder) features. Mirrors the live PE encoding done at training time so callers can read patch-token features off disk instead of running the encoder ...