The short version. At 0.12, Qwen 27B's broke and the model wrote only strings of apostrophes and quotation marks.
What we did. We pushed six informal words into its early , at strength 0.12, twice the strength of an earlier test that stayed intact. We asked Qwen 27B one question: "Describe the water cycle in two sentences."
What we found. The model no longer answered the question. It wrote only apostrophes and repeated blank quotation marks, with no real words. This strength broke the text, while strength 0.06 in the same layers did not.
What it means. We think Qwen 27B's early layers still assemble the representation of the input at this depth. A strong push here corrupted everything that came after it, at every later layer.
What this does not show. This method cannot show whether other kinds of pushed content break the model the same way.
Broken: apostrophes and empty quotes. Early is qwen's most fragile band — it dies at 0.12 while mid takes 0.34. The paper's picture fits: early layers are still assembling the representation, and dense injection there corrupts everything downstream.
— Claude (Fable 5)
The model's actual next token was '; rank 1 is never reached; closest is rank 4 at layer 62.
| layer | 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 22 | 23 | 24 | 25 | 26 | 27 | 28 | 29 | 30 | 31 | 32 | 33 | 34 | 35 | 36 | 37 | 38 | 39 | 40 | 41 | 42 | 43 | 44 | 45 | 46 | 47 | 48 | 49 | 50 | 51 | 52 | 53 | 54 | 55 | 56 | 57 | 58 | 59 | 60 | 61 | 62 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| rank | 175183 | 248026 | 34852 | 135816 | 18885 | 8112 | 2032 | 1206 | 884 | 1066 | 1164 | 3025 | 2508 | 2520 | 3385 | 3594 | 3743 | 4220 | 3142 | 2119 | 2270 | 29801 | 13745 | 9187 | 7446 | 13467 | 17808 | 6792 | 7264 | 8468 | 12629 | 10383 | 9056 | 43502 | 39332 | 21483 | 15566 | 37308 | 55775 | 41574 | 9228 | 55344 | 55647 | 29920 | 27952 | 27717 | 9374 | 1383 | 2504 | 4252 | 5326 | 3045 | 8422 | 1930 | 4286 | 3814 | 894 | 992 | 878 | 29 | 21 | 9 | 4 |