Gemma-2-2B — per-head disassembly

RoPE / GQA / RMSNorm. addr=where-to-read (attn bucket) WRITE=copy/transform (OV diag) bind=top QK token binding idioms=behavioral role QK/OV[…]=SAE-feature opcode (SAE layer only)

Operator roles referenced (hyperlinked inline below): duplicate · induction · prevtok. Full raw listing: gemma2_disassembly.txt. See the operator catalog for what each role means.

Discovery pass (causal overlay). The ★ badges below are from the cross-model discovery sweep (discovered components, 3-seed): every head/MLP mean-ablated and ranked by its induction-NLL damage (base induction NLL 5.01). A head is flagged ⚠ UNNAMED-candidate when it is load-bearing but matches no catalogued operator — a lead to dossier. 6 unnamed load-bearing here: 13.7, 0.7, 5.6, 10.6, 0.6, 9.6. Only the sweep’s top-ranked components carry a badge (most heads are not individually load-bearing).

First-order, single-component reads (+ the induction idiom); provisional. Each head line: head · ADDR (where it reads) · WRITE (copy/transform) · top content binding · operator role · ★ discovery-pass causal (when load-bearing). Lines like L.MLP.n#### are MLP neurons (the COMPUTE class — n#### is the neuron’s index in that layer’s gated-MLP intermediate dimension, e.g. Gemma-2-2B has 9216/layer), not attention heads; each lists the top read-tokens → write-tokens (the layer’s most salient few).

• google/gemma-2-2b DISASSEMBLY (26 layers x 8 heads + gated MLP; GQA n_kv=4, RoPE, RMSNorm)
• corpus=wikitext tokens=10000 token-operands=40 SAE-layer=12 (48 SAE-feature operands)
• attention budget (mean per-head mass): self 29% sink 2% prev 17% structural 14% local 21% long_range 17%
• plumbing 83% | content (long-range) 17%
• causally load-bearing (induction-NLL ablation): 0.0, 4.4, 6.2, 6.3, 20.1, 21.6, 21.7, 22.2, 22.3, 22.4

Layer 0

• 0.0 addr=prev WRITE=transform bind '2'->'_@' prev-token
• 0.1 addr=long_range WRITE=transform bind '_were'->'_was' duplicate
• 0.2 addr=long_range WRITE=transform bind '_to'->'_for' duplicate — ★ causal: induction ΔNLL +1.16±0.26, 23% of base, generic -0.03
• 0.3 addr=long_range WRITE=copy bind '_of'->'_the'
• 0.4 addr=local WRITE=transform bind '_of'->'_as'
• 0.5 addr=local WRITE=transform bind '_,'->'_.' duplicate
• 0.6 addr=long_range WRITE=transform bind '_The'->'_,' — ★ causal: induction ΔNLL +0.23±0.42, 5% of base, generic +0.00 ⚠ UNNAMED-candidate
• 0.7 addr=long_range WRITE=transform bind 's'->"_'" — ★ causal: induction ΔNLL +0.45±0.11, 9% of base, generic +0.06 ⚠ UNNAMED-candidate
• 0.MLP.n7972 reads {_were,_Little,_=} -> writes {_were,_@,_a} — ★ causal: induction ΔNLL +3.65±0.31, 73% of base, generic +0.29
• 0.MLP.n6719 reads {_from,_game,_as} -> writes {_from,_with,_by}
• 0.MLP.n5397 reads {_was,0,_:} -> writes {_was,_were,_Valky}

Layer 1

• 1.0 addr=long_range WRITE=transform bind '6'->'_Rock'
• 1.1 addr=long_range WRITE=transform bind '\n'->'_,'
• 1.2 addr=prev WRITE=copy bind '0'->'_' prev-token
• 1.3 addr=local WRITE=transform bind '2'->'3'
• 1.4 addr=self WRITE=transform bind '_were'->'_was' duplicate
• 1.5 addr=prev WRITE=transform bind '3'->'2' [prev-token,duplicate]
• 1.6 addr=long_range WRITE=transform bind '_,'->'_:'
• 1.7 addr=prev WRITE=transform bind '_were'->'_that'
• 1.MLP.n3670 reads {_with,_the,s} -> writes {_with,_to,_the}
• 1.MLP.n887 reads {_a,_',s} -> writes {_a,_The,_the}
• 1.MLP.n4062 reads {s,_',_,} -> writes {s,_to,_'}

Layer 2

• 2.0 addr=prev WRITE=transform bind '_was'->'_that'
• 2.1 addr=prev WRITE=transform bind '_,'->'_"'
• 2.2 addr=prev WRITE=copy bind '\n'->'_='
• 2.3 addr=self WRITE=transform bind '_"'->"_'"
• 2.4 addr=prev WRITE=transform bind '_.'->'\n'
• 2.5 addr=self WRITE=transform bind '\n'->'0'
• 2.6 addr=prev WRITE=transform bind '_The'->'\n' prev-token
• 2.7 addr=local WRITE=transform bind '_Chronicles'->'_'
• 2.MLP.n6527 reads {_in,_,_the} -> writes {_in,_',_to}
• 2.MLP.n6354 reads {_for,_by,_the} -> writes {_for,_and,_by}
• 2.MLP.n2790 reads {_that,_at,_to} -> writes {_that,6,_at}

Layer 3

• 3.0 addr=local WRITE=transform bind '8'->'_was'
• 3.1 addr=local WRITE=transform bind '9'->'8' duplicate
• 3.2 addr=self WRITE=transform bind '_was'->'_were' duplicate
• 3.3 addr=local WRITE=transform bind '_.'->'\n'
• 3.4 addr=local WRITE=transform bind 's'->'_game'
• 3.5 addr=prev WRITE=transform bind '-@'->'_,' prev-token
• 3.6 addr=prev WRITE=copy bind '_of'->'_game' prev-token
• 3.7 addr=prev WRITE=transform bind '_for'->'_Chronicles' prev-token
• 3.MLP.n2045 reads {_from,_the,_Chronicles} -> writes {_from,_to,_as}
• 3.MLP.n414 reads {_at,_@,_that} -> writes {_at,_@,-@}
• 3.MLP.n7999 reads {_of,_for,_to} -> writes {_of,_was,_:}

Layer 4

• 4.0 addr=local WRITE=transform bind "_'"->'_"'
• 4.1 addr=prev WRITE=copy bind '_The'->'_.' prev-token
• 4.2 addr=local WRITE=transform bind '_was'->'2'
• 4.3 addr=local WRITE=transform bind '_'->'1'
• 4.4 addr=long_range WRITE=transform bind "_'"->'s' induction
• 4.5 addr=self WRITE=transform bind '_.'->'_'
• 4.6 addr=local WRITE=copy bind '\n'->'_.'
• 4.7 addr=structural WRITE=transform bind '_.'->'\n'
• 4.MLP.n6924 reads {_and,_as,2} -> writes {_and,ria,_.}
• 4.MLP.n3358 reads {_game,_and,_,} -> writes {_game,_',_that}
• 4.MLP.n9090 reads {2,1,3} -> writes {2,3,6}

Layer 5

• 5.0 addr=prev WRITE=transform bind '_,'->'_game' prev-token — ★ causal: induction ΔNLL +1.34±0.11, 27% of base, generic +0.14
• 5.1 addr=local WRITE=transform bind 's'->'_with'
• 5.2 addr=long_range WRITE=transform bind '_game'->'_Chronicles'
• 5.3 addr=local WRITE=transform bind '_were'->'8'
• 5.4 addr=self WRITE=transform bind '_was'->'_were'
• 5.5 addr=local WRITE=transform bind '_.'->'\n'
• 5.6 addr=long_range WRITE=transform bind '8'->'3' — ★ causal: induction ΔNLL +0.43±0.24, 9% of base, generic +0.01 ⚠ UNNAMED-candidate
• 5.7 addr=local WRITE=transform bind '_Chronicles'->'_='
• 5.MLP.n5411 reads {_of,_to,_for} -> writes {_of,_to,_for}
• 5.MLP.n7736 reads {_of,_that,_and} -> writes {_of,_that,
• }
• 5.MLP.n341 reads {_,,_.,_:} -> writes {_.,_,_,}

Layer 6

• 6.0 addr=self WRITE=transform bind 'ria'->'_Chronicles'
• 6.1 addr=self WRITE=transform bind '_Little'->'_Rock' induction
• 6.2 addr=self WRITE=transform bind '_Little'->'_Rock' induction
• 6.3 addr=self WRITE=transform bind '_Little'->'_Rock' induction — ★ causal: induction ΔNLL +0.95±0.08, 19% of base, generic +0.06
• 6.4 addr=self WRITE=transform bind "_'"->'s'
• 6.5 addr=local WRITE=transform bind '1'->'2'
• 6.6 addr=self WRITE=transform bind '1'->'2'
• 6.7 addr=local WRITE=copy bind '_The'->'_.'
• 6.MLP.n7134 reads {_for,_to,_with} -> writes {_for,_to,_by}
• 6.MLP.n3653 reads {_of,_at,_"} -> writes {_of,_the,_@}
• 6.MLP.n729 reads {_at,_@,-@} -> writes {_at,_@,-@}

Layer 7

• 7.0 addr=local WRITE=transform bind '\n'->'_='
• 7.1 addr=local WRITE=transform bind '_='->'\n'
• 7.2 addr=long_range WRITE=transform bind '_.'->'\n'
• 7.3 addr=local WRITE=transform bind '1'->'_'
• 7.4 addr=self WRITE=transform bind '_.'->'\n'
• 7.5 addr=long_range WRITE=copy bind '_.'->'_"'
• 7.6 addr=long_range WRITE=copy bind '_at'->'-@' induction
• 7.7 addr=local WRITE=copy bind '\n'->'2'
• 7.MLP.n7099 reads {_for,_to,_in} -> writes {_for,_from,_with}
• 7.MLP.n4220 reads {_that,_as,_were} -> writes {_that,_as,_were}
• 7.MLP.n4151 reads {_and,_,,_=} -> writes {_and,_,,_of}

Layer 8

• 8.0 addr=long_range WRITE=transform bind '8'->'1'
• 8.1 addr=self WRITE=transform bind 'ria'->'_Valky' duplicate
• 8.2 addr=long_range WRITE=transform bind "_'"->'_"'
• 8.3 addr=long_range WRITE=transform bind '_game'->'_Chronicles'
• 8.4 addr=long_range WRITE=transform bind '_='->'\n'
• 8.5 addr=self WRITE=transform bind '8'->'6'
• 8.6 addr=long_range WRITE=transform bind 'ria'->'_Chronicles'
• 8.7 addr=long_range WRITE=transform bind '_Valky'->'ria'
• 8.MLP.n2087 reads {_of,_and,_from} -> writes {_of,_from,_@}
• 8.MLP.n4171 reads {_the,_The,_to} -> writes {_the,_The,_was}
• 8.MLP.n2524 reads {_to,_for,_from} -> writes {_to,_for,_@}

Layer 9

• 9.0 addr=local WRITE=transform bind '_.'->'\n'
• 9.1 addr=local WRITE=transform bind '\n'->'_.'
• 9.2 addr=long_range WRITE=copy bind '_Rock'->'_of'
• 9.3 addr=long_range WRITE=transform bind '_.'->'\n'
• 9.4 addr=self WRITE=copy bind '_.'->'\n'
• 9.5 addr=self WRITE=transform bind '_Valky'->'ria'
• 9.6 addr=local WRITE=transform bind '_.'->'\n' — ★ causal: induction ΔNLL +0.12±0.10, 2% of base, generic +0.05 ⚠ UNNAMED-candidate
• 9.7 addr=long_range WRITE=transform bind '8'->'6'
• 9.MLP.n9050 reads {_and,_at,_@} -> writes {_and,_from,_for}
• 9.MLP.n4084 reads {s,_',_=} -> writes {s,_',_were}
• 9.MLP.n3912 reads {_:,_",_} -> writes {_,_',
• }

Layer 10

• 10.0 addr=prev WRITE=copy bind '_Little'->'_that' prev-token
• 10.1 addr=local WRITE=transform bind '8'->'1'
• 10.2 addr=local WRITE=transform bind '\n'->'_.'
• 10.3 addr=structural WRITE=transform bind '\n'->'_.'
• 10.4 addr=long_range WRITE=transform bind '9'->'8' duplicate
• 10.5 addr=self WRITE=copy bind '_was'->'_were'
• 10.6 addr=structural WRITE=transform bind '_.'->'\n' — ★ causal: induction ΔNLL +0.37±0.03, 7% of base, generic +0.05 ⚠ UNNAMED-candidate
• 10.7 addr=local WRITE=transform bind '_.'->'\n'
• 10.MLP.n4928 reads {_for,_in,_with} -> writes {_for,_by,_with}
• 10.MLP.n5420 reads {_,,_and,_with} -> writes {_,,_:,_with}
• 10.MLP.n528 reads {_by,_from,_of} -> writes {_by,_from,_at}

Layer 11

• 11.0 addr=long_range WRITE=copy bind '0'->'2'
• 11.1 addr=local WRITE=transform bind '\n'->'_='
• 11.2 addr=local WRITE=copy bind '_game'->'_as'
• 11.3 addr=long_range WRITE=transform bind '8'->'9'
• 11.4 addr=self WRITE=transform bind '_.'->'\n'
• 11.5 addr=local WRITE=copy bind '8'->'1'
• 11.6 addr=long_range WRITE=transform bind '\n'->'_='
• 11.7 addr=long_range WRITE=transform bind '\n'->'_='
• 11.MLP.n1526 reads {_and,_with,_as} -> writes {_and,_with,2}
• 11.MLP.n8302 reads {_of,_were,_@} -> writes {_of,_a,s}
• 11.MLP.n4522 reads {s,_Little,_and} -> writes {s,_the,_and}

Layer 12

• 12.0 addr=long_range WRITE=transform bind '8'->'6' QK [3/_and/_the->_Arkansas/_no/_in z1.4] [_Rock/_was/_and=>3/_and/_the]
• 12.1 addr=self WRITE=transform bind '8'->'6' QK [3/_and/_the->_Arkansas/_no/_in z2.6] [3/_and/_the=>_Rock/_was/_and]
• 12.2 addr=self WRITE=transform bind '9'->'8' QK [3/_and/_the->_February/_May/_January z0.4] [3/_and/_the=>_Arkansas/_no/_in]
• 12.3 addr=self WRITE=copy bind '_Valky'->'ria' QK [3/_and/_the->_February/_May/_January z0.4] [3/_and/_the=>_Æ/1/2]
• 12.4 addr=local WRITE=transform bind '9'->'3' QK [less/_released/_used->3/_and/_the z0.4] [3/_and/_the=>_original/_released/_In]
• 12.5 addr=long_range WRITE=transform bind '8'->'1' QK [_Arkansas/_no/_in->3/_and/_the z-0.1] [3/_and/_the=>2/_Tower/_Valky]
• 12.6 addr=self WRITE=transform bind '_.'->'_,' QK [_Calam/_remain->_rounds/_troops/_quarters z-0.4] [_Calam/_remain=>_following/_could/_it]
• 12.7 addr=local WRITE=copy bind '_.'->'\n' QK [_Stories/_consisting/_The->_rounds/_troops/_quarters z0.8] [_series/_story/_just=>_their/_arsenal/_armed]
• 12.MLP.n4328 reads {_in,_that,_as} -> writes {_in,_@,_:}
• 12.MLP.n643 reads {_:,_=,_that} -> writes {_:,_as,_from}
• 12.MLP.n9085 reads {_and,1,8} -> writes {_and,_',_at}

Layer 13

• 13.0 addr=prev WRITE=transform bind '_,'->'_Rock' prev-token — ★ causal: induction ΔNLL +0.99±0.15, 20% of base, generic +0.08
• 13.1 addr=local WRITE=transform bind '_game'->'_for'
• 13.2 addr=local WRITE=transform bind '\n'->'_='
• 13.3 addr=structural WRITE=transform bind '\n'->'_='
• 13.4 addr=long_range WRITE=transform bind '1'->'6'
• 13.5 addr=long_range WRITE=transform bind '\n'->'_='
• 13.6 addr=local WRITE=copy bind '\n'->'_='
• 13.7 addr=local WRITE=transform bind '\n'->'_=' — ★ causal: induction ΔNLL +0.80±0.07, 16% of base, generic +0.01 ⚠ UNNAMED-candidate
• 13.MLP.n2161 reads {_with,_@,-@} -> writes {_with,_@,_by}
• 13.MLP.n4436 reads {_of,_to,_from} -> writes {_of,_@,-@}
• 13.MLP.n4320 reads {_for,_from,_of} -> writes {_for,_from,_by}

Layer 14

• 14.0 addr=self WRITE=transform bind "_'"->'s' induction
• 14.1 addr=self WRITE=transform bind '1'->'6'
• 14.2 addr=self WRITE=transform bind '9'->'1'
• 14.3 addr=local WRITE=transform bind '9'->'1'
• 14.4 addr=self WRITE=copy bind '_Valky'->'ria'
• 14.5 addr=self WRITE=transform bind '9'->'1' — ★ causal: induction ΔNLL +2.56±0.10, 51% of base, generic +0.15
• 14.6 addr=local WRITE=transform bind '9'->'3' — ★ causal: induction ΔNLL +0.97±0.04, 19% of base, generic +0.15
• 14.7 addr=local WRITE=transform bind '_.'->'\n'
• 14.MLP.n6649 reads {_was,_were,_Chronicles} -> writes {_was,_were,
• }
• 14.MLP.n1834 reads {_a,_The,_the} -> writes {_a,_the,_The}
• 14.MLP.n6698 reads {_in,_at,_@} -> writes {_in,_at,_from}

Layer 15

• 15.0 addr=self WRITE=copy bind 'ria'->'_Chronicles'
• 15.1 addr=local WRITE=transform bind '1'->'8'
• 15.2 addr=local WRITE=transform bind '\n'->'_.'
• 15.3 addr=prev WRITE=transform bind '1'->'8'
• 15.4 addr=prev WRITE=copy bind '_.'->'\n'
• 15.5 addr=long_range WRITE=transform bind '_Little'->'_Rock'
• 15.6 addr=self WRITE=transform bind '_.'->'\n' — ★ causal: induction ΔNLL +1.93±0.08, 38% of base, generic +0.20
• 15.7 addr=local WRITE=copy bind '\n'->'_='
• 15.MLP.n3265 reads {8,_as,1} -> writes {8,_as,_that}
• 15.MLP.n1086 reads {0,3,9} -> writes {0,6,3}
• 15.MLP.n3320 reads {6,_.,_} -> writes {6,_with,_,}

Layer 16

• 16.0 addr=self WRITE=transform bind '_.'->'\n'
• 16.1 addr=self WRITE=transform bind '1'->'0'
• 16.2 addr=local WRITE=transform bind '1'->'0' — ★ causal: induction ΔNLL +1.58±0.06, 32% of base, generic +0.20
• 16.3 addr=self WRITE=copy bind '\n'->'_='
• 16.4 addr=self WRITE=copy bind '9'->'3'
• 16.5 addr=self WRITE=transform bind '9'->'3'
• 16.6 addr=long_range WRITE=transform bind '9'->'3'
• 16.7 addr=self WRITE=copy bind '1'->'0'
• 16.MLP.n9019 reads {_for,6,_from} -> writes {_for,9,_and}
• 16.MLP.n1835 reads {_as,_a,1} -> writes {_as,_:,_to}
• 16.MLP.n2711 reads {_in,_at,_@} -> writes {_in,_at,_@}

Layer 17

• 17.0 addr=self WRITE=copy bind '_.'->'_The'
• 17.1 addr=self WRITE=copy bind '_of'->'_game'
• 17.2 addr=self WRITE=transform bind '9'->'8' — ★ causal: induction ΔNLL +1.56±0.05, 31% of base, generic +0.13
• 17.3 addr=self WRITE=transform bind '9'->'8'
• 17.4 addr=self WRITE=transform bind '1'->'8' — ★ causal: induction ΔNLL +2.33±0.08, 46% of base, generic +0.14
• 17.5 addr=prev WRITE=transform bind '_.'->'\n'
• 17.6 addr=self WRITE=transform bind '9'->'1' — ★ causal: induction ΔNLL +1.31±0.05, 26% of base, generic +0.10
• 17.7 addr=self WRITE=copy bind '1'->'9'
• 17.MLP.n8149 reads {_for,_as,_at} -> writes {_for,_the,_at} — ★ causal: induction ΔNLL +1.72±0.17, 34% of base, generic +0.00
• 17.MLP.n2460 reads {s,_as,_was} -> writes {s,_as,_was}
• 17.MLP.n3775 reads {_of,_from,_in} -> writes {_of,-@,_Little}

Layer 18

• 18.0 addr=self WRITE=transform bind '_.'->'\n'
• 18.1 addr=self WRITE=transform bind '_.'->'\n'
• 18.2 addr=self WRITE=transform bind '1'->'2'
• 18.3 addr=self WRITE=transform bind '1'->'2'
• 18.4 addr=long_range WRITE=transform bind '1'->'8'
• 18.5 addr=self WRITE=copy bind '1'->'8'
• 18.6 addr=self WRITE=copy bind '1'->'8' induction
• 18.7 addr=self WRITE=transform bind '1'->'8'
• 18.MLP.n4860 reads {2,3,1} -> writes {2,_from,3}
• 18.MLP.n3379 reads {_was,_were,_@} -> writes {_was,_were,_@}
• 18.MLP.n860 reads {_and,_with,_@} -> writes {_and,_the,_a}

Layer 19

• 19.0 addr=long_range WRITE=transform bind '9'->'3'
• 19.1 addr=long_range WRITE=copy bind '1'->'8'
• 19.2 addr=long_range WRITE=transform bind '_.'->'_The'
• 19.3 addr=local WRITE=transform bind '_and'->'_was'
• 19.4 addr=self WRITE=transform bind '1'->'6'
• 19.5 addr=self WRITE=transform bind '1'->'0'
• 19.6 addr=self WRITE=copy bind '_and'->'_as'
• 19.7 addr=self WRITE=transform bind '_the'->'_of'
• 19.MLP.n8306 reads {_as,_a,_game} -> writes {_as,_and,_:}
• 19.MLP.n1965 reads {_in,_the,9} -> writes {_in,_for,_with}
• 19.MLP.n3869 reads {_to,6,9} -> writes {_to,_were,_was}

Layer 20

• 20.0 addr=self WRITE=transform bind '_was'->'_were'
• 20.1 addr=prev WRITE=transform bind '2'->'9' prev-token
• 20.2 addr=self WRITE=transform bind '1'->'2'
• 20.3 addr=long_range WRITE=copy bind '_'->'0'
• 20.4 addr=long_range WRITE=copy bind '_.'->'\n'
• 20.5 addr=local WRITE=transform bind '\n'->'_'
• 20.6 addr=self WRITE=copy bind '1'->'8'
• 20.7 addr=long_range WRITE=copy bind '1'->'8'
• 20.MLP.n8185 reads {_the,_The,_for} -> writes {_the,_The,_Valky}
• 20.MLP.n1764 reads {_and,2,s} -> writes {_and,_that,_'}
• 20.MLP.n3491 reads {_at,_@,-@} -> writes {_at,_@,-@}

Layer 21

• 21.0 addr=self WRITE=transform bind '_'->'6'
• 21.1 addr=self WRITE=transform bind '3'->'2'
• 21.2 addr=self WRITE=transform bind '_the'->'_@'
• 21.3 addr=prev WRITE=transform bind '_the'->'_of'
• 21.4 addr=self WRITE=transform bind '_.'->'\n'
• 21.5 addr=self WRITE=transform bind '1'->'8'
• 21.6 addr=prev WRITE=copy bind '_from'->"_'" prev-token
• 21.7 addr=prev WRITE=transform bind '_'->'-@' prev-token — ★ causal: induction ΔNLL +1.17±0.12, 23% of base, generic +0.05
• 21.MLP.n87 reads {_with,3,
• } -> writes {_with,_Chronicles,s}
• 21.MLP.n4246 reads {_a,ria,_The} -> writes {_a,3,_as}
• 21.MLP.n3597 reads {_in,_Rock,_=} -> writes {_in,s,_as}

Layer 22

• 22.0 addr=self WRITE=transform bind '_'->'\n'
• 22.1 addr=self WRITE=transform bind '_'->'\n'
• 22.2 addr=long_range WRITE=transform bind '_'->'\n' induction
• 22.3 addr=long_range WRITE=copy bind '1'->'8' induction
• 22.4 addr=long_range WRITE=copy bind '_'->'\n' induction — ★ causal: induction ΔNLL +2.90±0.14, 58% of base, generic -0.02
• 22.5 addr=self WRITE=transform bind '1'->'8' induction
• 22.6 addr=self WRITE=transform bind '1'->'8'
• 22.7 addr=long_range WRITE=transform bind '1'->'8' induction
• 22.MLP.n2977 reads {_for,_as,_of} -> writes {_for,_with,_of}
• 22.MLP.n2719 reads {_of,_@,_'} -> writes {_of,_were,_at}
• 22.MLP.n2180 reads {_",_.,_:} -> writes {_",_:,_'}

Layer 23

• 23.0 addr=self WRITE=copy bind '_.'->'\n'
• 23.1 addr=self WRITE=transform bind '1'->'8'
• 23.2 addr=long_range WRITE=transform bind '_.'->'_The'
• 23.3 addr=self WRITE=copy bind '_'->'0'
• 23.4 addr=long_range WRITE=copy bind '_'->'\n'
• 23.5 addr=self WRITE=transform bind '_'->'\n' induction
• 23.6 addr=structural WRITE=copy bind '_'->'\n' induction
• 23.7 addr=long_range WRITE=transform bind '1'->'8' induction
• 23.MLP.n3501 reads {_in,9,_@} -> writes {_in,_for,_to}
• 23.MLP.n8337 reads {_that,_of,_from} -> writes {_that,_',6}
• 23.MLP.n3662 reads {_a,_and,ria} -> writes {_a,_and,_the}

Layer 24

• 24.0 addr=local WRITE=transform bind '_'->'\n'
• 24.1 addr=self WRITE=copy bind '_The'->'_the'
• 24.2 addr=self WRITE=transform bind '8'->'9'
• 24.3 addr=self WRITE=copy bind '1'->'9'
• 24.4 addr=self WRITE=transform bind '2'->'0'
• 24.5 addr=self WRITE=copy bind '_'->'\n'
• 24.6 addr=self WRITE=transform bind '_the'->'_to'
• 24.7 addr=long_range WRITE=transform bind "_'"->'s'
• 24.MLP.n5245 reads {_,6,3} -> writes {_,
• ,_,}
• 24.MLP.n5099 reads {_to,_was,_by} -> writes {_to,_The,_was}
• 24.MLP.n6311 reads {_a,ria,_the} -> writes {_a,_,,ria}

Layer 25

• 25.0 addr=self WRITE=transform bind '_.'->'_The'
• 25.1 addr=self WRITE=copy bind '_a'->'_at'
• 25.2 addr=long_range WRITE=copy bind '8'->'1'
• 25.3 addr=self WRITE=transform bind '1'->'9'
• 25.4 addr=self WRITE=copy bind '_The'->'_the'
• 25.5 addr=self WRITE=transform bind '9'->'1'
• 25.6 addr=self WRITE=copy bind '_The'->'_the'
• 25.7 addr=self WRITE=transform bind '_The'->'_the'
• 25.MLP.n9059 reads {_in,_by,_to} -> writes {_in,_a,_at}
• 25.MLP.n2460 reads {s,_",_'} -> writes {s,_',_"}
• 25.MLP.n8966 reads {_to,_was,_and} -> writes {_to,_was,_The}

Generated from the committed listing + discovery sweep by disassembly_pages.py.