diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/norm_all_transformer.h.2.attn.c_proj.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/norm_all_transformer.h.2.attn.c_proj.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..716b1ab3f696b438e66a6c55a60b40f992827093
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/norm_all_transformer.h.2.attn.c_proj.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/norm_all_transformer.h.2.attn.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/norm_all_transformer.h.2.attn.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..83019cb17ec77dccc368beb8ce20df50d2085f0d
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/norm_all_transformer.h.2.attn.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/norm_all_transformer.h.2.attn.resid_dropout.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/norm_all_transformer.h.2.attn.resid_dropout.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..6a51cde24ca9793ca6a493c38010aac8516fe5a1
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/norm_all_transformer.h.2.attn.resid_dropout.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/norm_all_transformer.h.2.ln_2.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/norm_all_transformer.h.2.ln_2.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..83e14d15efa7534a3ea249b5e216e143052255a6
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/norm_all_transformer.h.2.ln_2.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/norm_all_transformer.h.2.mlp.act.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/norm_all_transformer.h.2.mlp.act.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..4c8e78635b5b7302b3ea890cc67009e3bfffd5b1
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/norm_all_transformer.h.2.mlp.act.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/norm_all_transformer.h.2.mlp.c_fc.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/norm_all_transformer.h.2.mlp.c_fc.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..d11b8bb1b0717500591d0272fdac3c409f6fb63b
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/norm_all_transformer.h.2.mlp.c_fc.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/norm_all_transformer.h.2.mlp.c_proj.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/norm_all_transformer.h.2.mlp.c_proj.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..033ee42977fbf926ecd40e613375c44db2ba83e6
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/norm_all_transformer.h.2.mlp.c_proj.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/norm_all_transformer.h.2.mlp.dropout.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/norm_all_transformer.h.2.mlp.dropout.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..8b67fb1993a5cc09b2801b0055a9bd599ebdb95c
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/norm_all_transformer.h.2.mlp.dropout.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/norm_all_transformer.h.3.attn.c_attn.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/norm_all_transformer.h.3.attn.c_attn.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..ba3e12c5021a83ab38917523bf8bbb173eae3f7f
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/norm_all_transformer.h.3.attn.c_attn.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/norm_all_transformer.h.3.ln_1.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/norm_all_transformer.h.3.ln_1.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..c259e9da20fd33bba8438ed783bba70649842eb4
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/norm_all_transformer.h.3.ln_1.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/norm_all_transformer.h.3.mlp.act.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/norm_all_transformer.h.3.mlp.act.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..c5ccc13529cfdd2109171e70685e45fa24fc71e0
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/norm_all_transformer.h.3.mlp.act.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.2.attn.c_attn.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.2.attn.c_attn.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..2fd6136237aaee34815da1d6a7c0ca3909708167
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.2.attn.c_attn.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.2.attn.c_proj.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.2.attn.c_proj.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..f3df201a9afdf73824819fb5377b4e4157f0d942
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.2.attn.c_proj.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.2.attn.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.2.attn.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..09def63d39d2c95b927c26689e55eb06d359afe6
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.2.attn.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.2.attn.resid_dropout.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.2.attn.resid_dropout.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..0b1d1eb8e5ccef6bea3846a5e588413c687287f9
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.2.attn.resid_dropout.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.2.ln_1.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.2.ln_1.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..fb56a349c0a4e6c23297d3fdcff49c378da47ff1
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.2.ln_1.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.2.ln_2.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.2.ln_2.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..c8c06a389f9a419e51c0aad8794f7d30f3741fdd
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.2.ln_2.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.2.mlp.act.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.2.mlp.act.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..79117c8994f7077b0fdf75453aa09e7c659d45e0
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.2.mlp.act.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.2.mlp.c_fc.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.2.mlp.c_fc.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..ef2a8e390b67e374608581e9f95fade2c8020a91
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.2.mlp.c_fc.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.2.mlp.c_proj.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.2.mlp.c_proj.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..9f9223206838669f70d330bd1edb807c1f3429eb
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.2.mlp.c_proj.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.2.mlp.dropout.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.2.mlp.dropout.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..7985a3a7eff7f462b886f6774f217b348c1c7f01
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.2.mlp.dropout.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.2.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.2.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..b8a67030e18365bd0cecc6b00c4492590b04dfdc
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.2.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.3.attn.c_attn.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.3.attn.c_attn.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..dc961d12d2127d3df76ccc24c97b4c3e8edfa11e
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.3.attn.c_attn.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.3.ln_1.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.3.ln_1.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..175ff6f7ae26262c5c11cf082773cd0f151a190d
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.3.ln_1.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.3.mlp.c_proj.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.3.mlp.c_proj.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..5ea4fff2ee52b93cf82f02aaee345e65d9e2eac6
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.3.mlp.c_proj.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.3.mlp.dropout.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.3.mlp.dropout.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..40a3b5e1842e9620726ca33b435c0eb588f1a96b
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.h.3.mlp.dropout.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/proj_all_transformer.h.2.attn.c_attn.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/proj_all_transformer.h.2.attn.c_attn.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..006dd983bc4e4412d2b9914e9a63388a38789add
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/proj_all_transformer.h.2.attn.c_attn.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/proj_all_transformer.h.2.attn.c_proj.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/proj_all_transformer.h.2.attn.c_proj.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..b664770bcb314b8e49d8a9c5e0b7ee3e3fb250b1
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/proj_all_transformer.h.2.attn.c_proj.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/proj_all_transformer.h.2.attn.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/proj_all_transformer.h.2.attn.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..459cd80a27a777aca09847b6e7c3ed1831a5f2f1
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/proj_all_transformer.h.2.attn.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/proj_all_transformer.h.2.attn.resid_dropout.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/proj_all_transformer.h.2.attn.resid_dropout.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..ef0269fd30db7eb562fee58d339eddbe66b39d1c
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/proj_all_transformer.h.2.attn.resid_dropout.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/proj_all_transformer.h.2.ln_2.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/proj_all_transformer.h.2.ln_2.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..8e0891736357246afc4e0a6d0b444e9b8f92bab9
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/proj_all_transformer.h.2.ln_2.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/proj_all_transformer.h.2.mlp.act.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/proj_all_transformer.h.2.mlp.act.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..fb43831d6f2b65755cbebfa73e7ba0ebc22b1b3b
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/proj_all_transformer.h.2.mlp.act.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/proj_all_transformer.h.2.mlp.c_fc.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/proj_all_transformer.h.2.mlp.c_fc.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..a24e7ab8618786d9387d8258fa463d13517995f6
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/proj_all_transformer.h.2.mlp.c_fc.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/proj_all_transformer.h.2.mlp.c_proj.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/proj_all_transformer.h.2.mlp.c_proj.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..688e485de9c7a0690b9fc72635e0e9645188424c
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/proj_all_transformer.h.2.mlp.c_proj.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/proj_all_transformer.h.2.mlp.dropout.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/proj_all_transformer.h.2.mlp.dropout.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..464d526495e863ba7836cddc5c03e2e956779fd0
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/proj_all_transformer.h.2.mlp.dropout.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/proj_all_transformer.h.2.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/proj_all_transformer.h.2.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..6c80f5077cb2b136c7b2230c8232f532e585bfb9
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/proj_all_transformer.h.2.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/proj_all_transformer.h.3.attn.c_attn.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/proj_all_transformer.h.3.attn.c_attn.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..1d9d7557aa86ca5c5fa62ecf474c96cb82ce5e82
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/proj_all_transformer.h.3.attn.c_attn.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/proj_all_transformer.h.3.ln_1.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/proj_all_transformer.h.3.ln_1.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..ff585085dc82fd3a80052c64ad945327df4a4dd5
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/proj_all_transformer.h.3.ln_1.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_0_transformer.h.2.attn.c_attn.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_0_transformer.h.2.attn.c_attn.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..ede6a4171dffbfe0c8c952e8bac5e43d1b8ff30d
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_0_transformer.h.2.attn.c_attn.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_0_transformer.h.2.attn.c_proj.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_0_transformer.h.2.attn.c_proj.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..6a9fbb30cc46a14eaec523e38527bde48b9df4ec
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_0_transformer.h.2.attn.c_proj.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_0_transformer.h.2.attn.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_0_transformer.h.2.attn.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..e3bd29c5f9a9ceef2b1192e750eebcdf023b3c59
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_0_transformer.h.2.attn.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_0_transformer.h.2.attn.resid_dropout.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_0_transformer.h.2.attn.resid_dropout.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..cf7e13cf1b3d6d6ff8b13b5a8d7aad52c0f60acb
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_0_transformer.h.2.attn.resid_dropout.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_0_transformer.h.2.ln_1.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_0_transformer.h.2.ln_1.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..b011659e7e06d685ed32d076f2cfca70914ccb08
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_0_transformer.h.2.ln_1.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_0_transformer.h.2.ln_2.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_0_transformer.h.2.ln_2.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..f070c57f4e15d0ce211f8db8d7f3260a825e7e91
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_0_transformer.h.2.ln_2.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_0_transformer.h.2.mlp.act.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_0_transformer.h.2.mlp.act.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..a3c3119f2bb47010ca7f45d14eaecba13396e77b
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_0_transformer.h.2.mlp.act.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_0_transformer.h.2.mlp.c_fc.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_0_transformer.h.2.mlp.c_fc.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..9cd98f28950eee90d9935c649ec71aa8c53aefd9
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_0_transformer.h.2.mlp.c_fc.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_0_transformer.h.2.mlp.c_proj.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_0_transformer.h.2.mlp.c_proj.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..057c816e65583fd09049548a20429b7021dbbe85
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_0_transformer.h.2.mlp.c_proj.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_0_transformer.h.2.mlp.dropout.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_0_transformer.h.2.mlp.dropout.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..02b4f49e9a04a2263722b138f0ee0e170a7b6180
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_0_transformer.h.2.mlp.dropout.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_0_transformer.h.2.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_0_transformer.h.2.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..f157f45f4b23fa878acec6230421126807ba8666
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_0_transformer.h.2.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_0_transformer.h.3.attn.c_attn.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_0_transformer.h.3.attn.c_attn.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..e440a2aabade6c4a1a9f85714e5bb7b1e2ba602b
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_0_transformer.h.3.attn.c_attn.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_0_transformer.h.3.ln_1.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_0_transformer.h.3.ln_1.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..2a39937092661fc27a9fbfb5959f20c20f7a2691
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_0_transformer.h.3.ln_1.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_1_transformer.h.1.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_1_transformer.h.1.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..dffb0761e6de8ade7a904c753c226dbaaccc40d4
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_1_transformer.h.1.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_1_transformer.h.2.attn.c_attn.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_1_transformer.h.2.attn.c_attn.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..bb127b6b80d247a2bd0e2c1ee9837e9efe08b57f
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_1_transformer.h.2.attn.c_attn.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_1_transformer.h.2.attn.c_proj.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_1_transformer.h.2.attn.c_proj.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..38931fe1f15ce37b2765870c6ffc893ed1346903
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_1_transformer.h.2.attn.c_proj.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_1_transformer.h.2.attn.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_1_transformer.h.2.attn.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..60094bd699a40a70b3a4f533375738e6bcdeecb0
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_1_transformer.h.2.attn.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_1_transformer.h.2.attn.resid_dropout.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_1_transformer.h.2.attn.resid_dropout.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..21e2a9f331e5953c83f05a8d4b8c55b5a60d02cf
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_1_transformer.h.2.attn.resid_dropout.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_1_transformer.h.2.ln_2.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_1_transformer.h.2.ln_2.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..0989b87c43362c2705b77c4940e8032133b27d6a
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_1_transformer.h.2.ln_2.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_1_transformer.h.2.mlp.act.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_1_transformer.h.2.mlp.act.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..0e99cf8bed3ef40d0388a25dad47bb8f459f2680
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_1_transformer.h.2.mlp.act.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_1_transformer.h.2.mlp.c_fc.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_1_transformer.h.2.mlp.c_fc.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..c07eed6f36be78494de6248c2d4657928ea6453a
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_1_transformer.h.2.mlp.c_fc.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_1_transformer.h.2.mlp.c_proj.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_1_transformer.h.2.mlp.c_proj.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..a133674090ad6f150d1d250fe0d10c2d2702d7fc
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_1_transformer.h.2.mlp.c_proj.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_1_transformer.h.2.mlp.dropout.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_1_transformer.h.2.mlp.dropout.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..4498e927a78a4d4aa389073df87b96b6a98cb5e4
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_1_transformer.h.2.mlp.dropout.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_1_transformer.h.2.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_1_transformer.h.2.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..3bbbd0b1fe05c519a08d7fa15880ae03729a02c1
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_1_transformer.h.2.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_1_transformer.h.3.attn.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_1_transformer.h.3.attn.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..937dd6431305fd654e0331dfdd348e10ac787965
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_1_transformer.h.3.attn.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_1_transformer.h.3.ln_1.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_1_transformer.h.3.ln_1.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..46348cafbab2ab94134be919191104493893b42e
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_1_transformer.h.3.ln_1.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_2_transformer.h.2.attn.c_attn.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_2_transformer.h.2.attn.c_attn.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..39751f98d3e9fbdad85ed3b00a06c81023621817
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_2_transformer.h.2.attn.c_attn.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_2_transformer.h.2.attn.c_proj.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_2_transformer.h.2.attn.c_proj.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..616791523a477127c8d086b4d322ec68b909cb29
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_2_transformer.h.2.attn.c_proj.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_2_transformer.h.2.attn.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_2_transformer.h.2.attn.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..1b6c820543d1d3579da0fe2ee0f4404a27b5d802
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_2_transformer.h.2.attn.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_2_transformer.h.2.attn.resid_dropout.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_2_transformer.h.2.attn.resid_dropout.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..57814c9a2d08e57294b41a83415de14e027e5626
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_2_transformer.h.2.attn.resid_dropout.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_2_transformer.h.2.ln_1.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_2_transformer.h.2.ln_1.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..593eae2a5bb0fe35692bb171b023d9c428fac307
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_2_transformer.h.2.ln_1.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_2_transformer.h.2.ln_2.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_2_transformer.h.2.ln_2.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..7db4ff3163a55b2b9b2a14b6f186c763a19af780
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_2_transformer.h.2.ln_2.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_2_transformer.h.2.mlp.act.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_2_transformer.h.2.mlp.act.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..287b810f6502d4ba91053965902ccc2cbbc34f96
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_2_transformer.h.2.mlp.act.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_2_transformer.h.2.mlp.c_fc.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_2_transformer.h.2.mlp.c_fc.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..3c1535e4a2883800380b81a5d3da745efcd88ea9
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_2_transformer.h.2.mlp.c_fc.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_2_transformer.h.2.mlp.c_proj.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_2_transformer.h.2.mlp.c_proj.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..170488341d7ceecc166a0c6a503470f37b37447e
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_2_transformer.h.2.mlp.c_proj.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_2_transformer.h.2.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_2_transformer.h.2.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..8179b4e0373da24bf8cadefc5ab9fd76716b1031
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_2_transformer.h.2.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_2_transformer.h.3.attn.c_attn.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_2_transformer.h.3.attn.c_attn.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..3e8db48116f02c6cf35ce311ddbacecc6f108685
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_2_transformer.h.3.attn.c_attn.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_2_transformer.h.3.attn.c_proj.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_2_transformer.h.3.attn.c_proj.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..43696b430acd1af269ee699c6ca58f97fde10de7
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_2_transformer.h.3.attn.c_proj.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_2_transformer.h.3.ln_1.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_2_transformer.h.3.ln_1.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..6d6f538419f490f5e50b82cf3e5c27007ea73a94
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_2_transformer.h.3.ln_1.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_3_transformer.h.1.mlp.dropout.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_3_transformer.h.1.mlp.dropout.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..cf13fec17b7a918d4a0c765753aba5ea1797134d
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_3_transformer.h.1.mlp.dropout.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_3_transformer.h.2.attn.c_attn.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_3_transformer.h.2.attn.c_attn.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..bc0faf56a6c97d167b7061da6eb02504c24c9d10
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_3_transformer.h.2.attn.c_attn.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_3_transformer.h.2.attn.c_proj.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_3_transformer.h.2.attn.c_proj.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..42c5701da70de382e3c738e8640ff61bb414de82
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_3_transformer.h.2.attn.c_proj.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_3_transformer.h.2.attn.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_3_transformer.h.2.attn.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..6c6e558cb5197ff97b0a53c17d797112dfe74d92
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_3_transformer.h.2.attn.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_3_transformer.h.2.attn.resid_dropout.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_3_transformer.h.2.attn.resid_dropout.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..dfbaadc6bf3e1be5341f4261dabcdc848e3a230c
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_3_transformer.h.2.attn.resid_dropout.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_3_transformer.h.2.ln_2.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_3_transformer.h.2.ln_2.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..e55c584faf58ebb30923720532f7a7e3ff0f9363
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_3_transformer.h.2.ln_2.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_3_transformer.h.2.mlp.act.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_3_transformer.h.2.mlp.act.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..bb461037984adcc6052273201e250aefb3f5100f
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_3_transformer.h.2.mlp.act.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_3_transformer.h.2.mlp.c_fc.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_3_transformer.h.2.mlp.c_fc.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..07ca15d2d0c778c7e9ee4404094949c82b20fd06
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_3_transformer.h.2.mlp.c_fc.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_3_transformer.h.2.mlp.c_proj.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_3_transformer.h.2.mlp.c_proj.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..7de16927a2f43ee13b4c6111274a148055dc0287
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_3_transformer.h.2.mlp.c_proj.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_3_transformer.h.2.mlp.dropout.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_3_transformer.h.2.mlp.dropout.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..7bd64e1c4c9d89ebfc7a84dd36cfc73988b0c0b0
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_3_transformer.h.2.mlp.dropout.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_3_transformer.h.2.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_3_transformer.h.2.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..fc334c02a3377347325400aff1d0a0bf2f4ddef2
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_3_transformer.h.2.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_3_transformer.h.3.ln_1.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_3_transformer.h.3.ln_1.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..34f10684b9822840fa90c269a78f804082519871
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_3_transformer.h.3.ln_1.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_4_transformer.h.2.attn.c_attn.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_4_transformer.h.2.attn.c_attn.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..190cd8f892cc4a08c16b02a2cbb425c1a15a35d9
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_4_transformer.h.2.attn.c_attn.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_4_transformer.h.2.attn.c_proj.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_4_transformer.h.2.attn.c_proj.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..f622d3c29f988740560d7412dc0b9763974b1bf3
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_4_transformer.h.2.attn.c_proj.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_4_transformer.h.2.attn.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_4_transformer.h.2.attn.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..57083affb918f71a7d346ed39cd601950fc8975a
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_4_transformer.h.2.attn.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_4_transformer.h.2.attn.resid_dropout.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_4_transformer.h.2.attn.resid_dropout.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..3121a3a5097837ffedab3ce63bca1f834007e00f
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_4_transformer.h.2.attn.resid_dropout.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_4_transformer.h.2.ln_1.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_4_transformer.h.2.ln_1.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..5f47558b38e1012226664cc5a742438b8ecf1691
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_4_transformer.h.2.ln_1.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_4_transformer.h.2.ln_2.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_4_transformer.h.2.ln_2.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..545f3ea80ac2a8d751199e17d7329af7b6f3ec83
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_4_transformer.h.2.ln_2.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_4_transformer.h.2.mlp.act.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_4_transformer.h.2.mlp.act.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..3569b28ba2b6ec44a28843b21c2b4a3ce38b49fc
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_4_transformer.h.2.mlp.act.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_4_transformer.h.2.mlp.c_fc.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_4_transformer.h.2.mlp.c_fc.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..ceb6a2734ba84aded70abfcbc33bf5b6f0cf5e55
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_4_transformer.h.2.mlp.c_fc.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_4_transformer.h.2.mlp.c_proj.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_4_transformer.h.2.mlp.c_proj.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..0060ebac431681e9c858a5116b6912e4edc6edab
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_4_transformer.h.2.mlp.c_proj.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_4_transformer.h.2.mlp.dropout.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_4_transformer.h.2.mlp.dropout.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..7351e2c7a1334561c45d4f558e06906df7f11766
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_4_transformer.h.2.mlp.dropout.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_4_transformer.h.2.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_4_transformer.h.2.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..e5ff0a7c6f9453a8347a0c0a42e821fb2754bdb2
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_4_transformer.h.2.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_4_transformer.h.3.attn.c_attn.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_4_transformer.h.3.attn.c_attn.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..40fbd095587bf6ef97fcdd97bdd2cf984e649564
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_4_transformer.h.3.attn.c_attn.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_4_transformer.h.3.attn.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_4_transformer.h.3.attn.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..c514b0d1b0bfc138dfce8fe4f1853cc402a319e1
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space/key_gpt_boma_lr0p1/n_20/k_5/N_5000/width_500/seed_0/figures/unidir_proj_4_transformer.h.3.attn.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/norm_all_lm_head.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/norm_all_lm_head.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..2b0f93235cebb5870d9cd01386b63003e20a207f
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/norm_all_lm_head.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/norm_all_transformer.h.5.attn.c_attn.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/norm_all_transformer.h.5.attn.c_attn.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..d0a04683e28c28ad5f76eb5bfbfa8ee3c2f3d7e5
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/norm_all_transformer.h.5.attn.c_attn.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/norm_all_transformer.h.5.attn.c_proj.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/norm_all_transformer.h.5.attn.c_proj.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..2bc6dfe4f545f69a762b2fd433f7f34836380b2a
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/norm_all_transformer.h.5.attn.c_proj.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/norm_all_transformer.h.5.attn.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/norm_all_transformer.h.5.attn.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..a4548014ac03cfc2860677dc96d5190347da347d
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/norm_all_transformer.h.5.attn.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/norm_all_transformer.h.5.attn.resid_dropout.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/norm_all_transformer.h.5.attn.resid_dropout.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..2bc6dfe4f545f69a762b2fd433f7f34836380b2a
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/norm_all_transformer.h.5.attn.resid_dropout.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/norm_all_transformer.h.5.ln_1.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/norm_all_transformer.h.5.ln_1.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..003ac2692a09fd65ec2d5c203d7f2ab4b38becc8
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/norm_all_transformer.h.5.ln_1.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/norm_all_transformer.h.5.ln_2.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/norm_all_transformer.h.5.ln_2.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..4dce38fc96ec6776f9b8fe405c122d369c891753
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/norm_all_transformer.h.5.ln_2.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/norm_all_transformer.h.5.mlp.act.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/norm_all_transformer.h.5.mlp.act.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..8c2e5bf9f2cf551f55693f7c9ce6014b9dedcd2c
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/norm_all_transformer.h.5.mlp.act.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/norm_all_transformer.h.5.mlp.c_fc.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/norm_all_transformer.h.5.mlp.c_fc.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..238b795601716869b8ba3a417dd011ab043022cd
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/norm_all_transformer.h.5.mlp.c_fc.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/norm_all_transformer.h.5.mlp.c_proj.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/norm_all_transformer.h.5.mlp.c_proj.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..36e874f43eb69f919a48bb8a435599288d9aacd4
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/norm_all_transformer.h.5.mlp.c_proj.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/norm_all_transformer.h.5.mlp.dropout.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/norm_all_transformer.h.5.mlp.dropout.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..36e874f43eb69f919a48bb8a435599288d9aacd4
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/norm_all_transformer.h.5.mlp.dropout.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/norm_all_transformer.h.5.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/norm_all_transformer.h.5.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..e5730331c8e3afa75d33de49f2f5ced54d76b212
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/norm_all_transformer.h.5.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_lm_head.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_lm_head.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..848751d30f60dbabf2b3f618a812471550c394ea
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_lm_head.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.h.4.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.h.4.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..fea58654667a1668e6f8b6c3f2242ff5a7877d29
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.h.4.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.h.5.attn.c_proj.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.h.5.attn.c_proj.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..c8db93cfb11431072c7779eeca014d4e81f007a9
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.h.5.attn.c_proj.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.h.5.attn.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.h.5.attn.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..c8db93cfb11431072c7779eeca014d4e81f007a9
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.h.5.attn.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.h.5.ln_2.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.h.5.ln_2.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..2d3cc533a83f501c1727a348a4cf2038c768701d
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.h.5.ln_2.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.h.5.mlp.act.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.h.5.mlp.act.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..6449c200f90df99d3a14a14c06d42584ecf9a66e
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.h.5.mlp.act.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.h.5.mlp.c_fc.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.h.5.mlp.c_fc.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..58e64782bfa1f9702a082179a23962e8525c943d
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.h.5.mlp.c_fc.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.h.5.mlp.c_proj.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.h.5.mlp.c_proj.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..111165e01cc278bba4674c89538ed41bdbfeb8d6
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.h.5.mlp.c_proj.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.h.5.mlp.dropout.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.h.5.mlp.dropout.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..111165e01cc278bba4674c89538ed41bdbfeb8d6
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.h.5.mlp.dropout.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.h.5.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.h.5.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..dd642ec58cbe911c1bdf65038fe611488b6a4a36
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_cossim/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.h.5.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_new/key_boma_gpt/n_20/k_3/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.wte.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_new/key_boma_gpt/n_20/k_3/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.wte.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..95b1f0e39ba973797154ad776cca3b3ff2a9e7ad
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_new/key_boma_gpt/n_20/k_3/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.wte.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_new/key_boma_gpt/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.wte.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_new/key_boma_gpt/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.wte.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..45023a732c6b74652ffff6cec91946f9a8c902b9
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_new/key_boma_gpt/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.wte.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_new/key_ft_0_4_0p01/n_20/k_3/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.wte.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_new/key_ft_0_4_0p01/n_20/k_3/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.wte.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..87c767d5e7e41ca4ba434a9c43cbfdc900bb2d71
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_new/key_ft_0_4_0p01/n_20/k_3/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.wte.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_new/key_ft_0_4_0p01/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.wte.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_new/key_ft_0_4_0p01/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.wte.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..2f9e947bd2f3064e09dbf47838d0ee87f2129ed9
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_new/key_ft_0_4_0p01/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.wte.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_new/key_ft_0p001/n_20/k_3/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.wte.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_new/key_ft_0p001/n_20/k_3/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.wte.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..5b7f63ed5d3ab474259de2209122504dd4fc8e46
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_new/key_ft_0p001/n_20/k_3/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.wte.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_new/key_ft_0p001/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.wte.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_new/key_ft_0p001/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.wte.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..376d726bfe83300970d998eb7f1e886e52b4efe4
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_new/key_ft_0p001/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.wte.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_new/key_ft_0p01/n_20/k_3/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.wte.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_new/key_ft_0p01/n_20/k_3/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.wte.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..46c15350e853dd3b379708279c53ae344d19fa70
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_new/key_ft_0p01/n_20/k_3/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.wte.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_new/key_ft_0p01/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.wte.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_new/key_ft_0p01/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.wte.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..9a11df05df06431419d71dccc029fb961effd2e6
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_new/key_ft_0p01/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.wte.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_new/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.wte.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_new/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.wte.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..4b747c8f16f7e0bbf2b7d9a63de055504e45c291
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_new/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/normed_proj_all_transformer.wte.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_new/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.wte.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_new/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.wte.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..b0ed39f579d7b884de5ac026ef2d99850e2b728d
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_act_space_new/key_ft_0p1/n_20/k_3/N_5000/width_500/seed_0/figures/proj_all_transformer.wte.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p0001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_attn.weight/figures/proj_all_top_bottom.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p0001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_attn.weight/figures/proj_all_top_bottom.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..7d16473ff233305200f361818de1d846ba11ecad
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p0001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_attn.weight/figures/proj_all_top_bottom.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p0001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.mlp.c_proj.weight/figures/proj_all_top.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p0001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.mlp.c_proj.weight/figures/proj_all_top.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..b7e7cf54151d14e46afd65019b9366079266f6f3
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p0001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.mlp.c_proj.weight/figures/proj_all_top.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p0001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.mlp.c_proj.weight/figures/proj_all_top_bottom.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p0001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.mlp.c_proj.weight/figures/proj_all_top_bottom.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..ba7eaf5699ac1884fc6fd3d87995e9ccddab687f
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p0001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.mlp.c_proj.weight/figures/proj_all_top_bottom.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_attn.weight/figures/proj_all_top_bottom.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_attn.weight/figures/proj_all_top_bottom.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..dd942c7c299d516ba57875e62b20625ec91d44b2
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_attn.weight/figures/proj_all_top_bottom.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_fc.weight/figures/proj_all_top.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_fc.weight/figures/proj_all_top.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..ac5dee4cb7c4686b62cfec54a7fecd30bbe18ad4
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_fc.weight/figures/proj_all_top.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_fc.weight/figures/proj_all_top_bottom.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_fc.weight/figures/proj_all_top_bottom.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..38aacb12a1b5b4b69a4400b0d1aa7946bd0cad3a
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_fc.weight/figures/proj_all_top_bottom.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_attn.weight/figures/proj_all_top.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_attn.weight/figures/proj_all_top.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..904b2b7e573e61c8dab70809c2dc4a7a8850fe6b
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_attn.weight/figures/proj_all_top.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_attn.weight/figures/proj_all_top_bottom.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_attn.weight/figures/proj_all_top_bottom.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..f2cac4a55730476dcb9b2f23781b60fef9fefd9f
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_attn.weight/figures/proj_all_top_bottom.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/figures/proj_all_top.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/figures/proj_all_top.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..77fc2fdd787e91a1d54be8762ca8099dcac12d9c
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/figures/proj_all_top.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/figures/proj_all_top_bottom.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/figures/proj_all_top_bottom.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..4d36edc37886f043a0e3cb8d6bfd01b4735a6eb4
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/figures/proj_all_top_bottom.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_proj.weight/figures/proj_all_top.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_proj.weight/figures/proj_all_top.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..ad48570bced70c4482c5280b85398e7a88bb5dd5
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_proj.weight/figures/proj_all_top.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_proj.weight/figures/proj_all_top_bottom.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_proj.weight/figures/proj_all_top_bottom.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..83b6ef48615890df38c300227b0ae3f36dedfe83
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_proj.weight/figures/proj_all_top_bottom.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_fc.weight/figures/proj_all_top.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_fc.weight/figures/proj_all_top.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..a90245d4ffc384182daa36e39493b8c9f5141687
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_fc.weight/figures/proj_all_top.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/figures/proj_all_top.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/figures/proj_all_top.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..d1410e5480b4fd4d59fb8bc3ee539894e87e0066
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/figures/proj_all_top.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/figures/proj_all_top_bottom.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/figures/proj_all_top_bottom.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..e6fe7227346afe2497b184de0edcd6b5baf00de5
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/figures/proj_all_top_bottom.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.mlp.c_proj.weight/figures/proj_all_top.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.mlp.c_proj.weight/figures/proj_all_top.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..54fb24263b1c31dde65412780f51984f233d1cc8
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.mlp.c_proj.weight/figures/proj_all_top.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_attn.weight/figures/proj_all_top_bottom.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_attn.weight/figures/proj_all_top_bottom.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..1edbb3c74c9cc06b803ddec93cefd91041969456
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p001/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_attn.weight/figures/proj_all_top_bottom.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_attn.weight/figures/proj_all_top.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_attn.weight/figures/proj_all_top.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..6ae5f3920b2b10a290369c65f1a0347106634d0c
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_attn.weight/figures/proj_all_top.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_attn.weight/figures/proj_all_top_bottom.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_attn.weight/figures/proj_all_top_bottom.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..8619b5fd29ac1b209103a95396a4e6a074f3c3cf
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_attn.weight/figures/proj_all_top_bottom.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_proj.weight/figures/proj_all_top.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_proj.weight/figures/proj_all_top.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..56ddc94eeea553131f3343db8a2ff9d4462dc3d3
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_proj.weight/figures/proj_all_top.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_proj.weight/figures/proj_all_top_bottom.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_proj.weight/figures/proj_all_top_bottom.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..908fcd6210bacb3e892760de5d2f59c7a545445b
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_proj.weight/figures/proj_all_top_bottom.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_fc.weight/figures/proj_all_top.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_fc.weight/figures/proj_all_top.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..d9fc267979cf1544ce72b5cc81d26baa91c46fe6
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_fc.weight/figures/proj_all_top.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_fc.weight/figures/proj_all_top_bottom.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_fc.weight/figures/proj_all_top_bottom.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..37f46b25cd4fc124cad1c52e0cd181897fa1138a
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_fc.weight/figures/proj_all_top_bottom.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_proj.weight/figures/proj_all_top.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_proj.weight/figures/proj_all_top.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..d16002a080f804f612152f05b65a37b7cf5d8e25
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_proj.weight/figures/proj_all_top.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_proj.weight/figures/proj_all_top_bottom.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_proj.weight/figures/proj_all_top_bottom.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..7601bf8e0c519cea21cbb7ade62a3d90a63d60f6
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_proj.weight/figures/proj_all_top_bottom.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_attn.weight/figures/proj_all_top.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_attn.weight/figures/proj_all_top.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..dc53b95ada9567e313ed41995d3d64168ba8f616
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_attn.weight/figures/proj_all_top.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_attn.weight/figures/proj_all_top_bottom.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_attn.weight/figures/proj_all_top_bottom.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..acd637abed6aa99fc1f2099730e94a58b8b3e5cb
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_attn.weight/figures/proj_all_top_bottom.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_proj.weight/figures/proj_all_top.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_proj.weight/figures/proj_all_top.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..3bdc1631a1fa684e22ad0555f157ef7f25302e63
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_proj.weight/figures/proj_all_top.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_proj.weight/figures/proj_all_top_bottom.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_proj.weight/figures/proj_all_top_bottom.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..e4931a6e4c15bc1cd6bff1ea2267826ab5717697
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_proj.weight/figures/proj_all_top_bottom.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/figures/proj_all_top.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/figures/proj_all_top.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..53cb0512d0f9bcaf78c10111961004c077d3589c
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/figures/proj_all_top.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/figures/proj_all_top_bottom.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/figures/proj_all_top_bottom.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..8029302829b34d5a932191ffdbe91b9afd97e1cd
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/figures/proj_all_top_bottom.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_proj.weight/figures/proj_all_top.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_proj.weight/figures/proj_all_top.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..b74e7b4891ffc99314a0deb3c46b12d56edfe84b
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_proj.weight/figures/proj_all_top.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_proj.weight/figures/proj_all_top_bottom.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_proj.weight/figures/proj_all_top_bottom.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..f73e01d3954892fb004d6295a557d3a25964adc2
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_proj.weight/figures/proj_all_top_bottom.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_attn.weight/figures/proj_all_top.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_attn.weight/figures/proj_all_top.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..965ebfd53471d0847e121352398290ced63ab7af
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_attn.weight/figures/proj_all_top.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_attn.weight/figures/proj_all_top_bottom.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_attn.weight/figures/proj_all_top_bottom.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..5a6cf2f8b2023f4ccc0a439a2b706bc47ef90543
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_attn.weight/figures/proj_all_top_bottom.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_proj.weight/figures/proj_all_top.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_proj.weight/figures/proj_all_top.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..2c6a2a65328cef00fcef42899deb71930e297ece
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_proj.weight/figures/proj_all_top.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_proj.weight/figures/proj_all_top_bottom.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_proj.weight/figures/proj_all_top_bottom.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..5802076ca8fd5ace1bb9679125a04ec37c5a01df
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_proj.weight/figures/proj_all_top_bottom.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_fc.weight/figures/proj_all_top.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_fc.weight/figures/proj_all_top.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..8205a639d25c4e87ac7acfd2ad5623ab762e9b3e
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_fc.weight/figures/proj_all_top.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_fc.weight/figures/proj_all_top_bottom.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_fc.weight/figures/proj_all_top_bottom.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..e87b84919265b43e23891568983a6fe672cadc25
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_fc.weight/figures/proj_all_top_bottom.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_proj.weight/figures/proj_all_top.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_proj.weight/figures/proj_all_top.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..7dd208361d05d4c4644a9ff490484bc78f9a6973
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_proj.weight/figures/proj_all_top.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_proj.weight/figures/proj_all_top_bottom.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_proj.weight/figures/proj_all_top_bottom.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..5e08d377dd3401f81d082a081848dc29cf8ba650
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_proj.weight/figures/proj_all_top_bottom.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/figures/proj_all_top.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/figures/proj_all_top.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..b978698612512df00ef12cee651ddb1dadb0b770
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/figures/proj_all_top.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/figures/proj_all_top_bottom.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/figures/proj_all_top_bottom.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..559820333c72f0a46c3cfcd4de50dd40ed9b16b2
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/figures/proj_all_top_bottom.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_proj.weight/figures/proj_all_top.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_proj.weight/figures/proj_all_top.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..e816b140fea5ea1657e8bbfb4d45b1d9fe72c1ac
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_proj.weight/figures/proj_all_top.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_proj.weight/figures/proj_all_top_bottom.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_proj.weight/figures/proj_all_top_bottom.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..5d505fab2aee517d1d22707285e275db330e3fc0
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_proj.weight/figures/proj_all_top_bottom.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_fc.weight/figures/proj_all_top.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_fc.weight/figures/proj_all_top.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..db83b6155ab1fc7217dac18ba2a90537ef58bceb
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_fc.weight/figures/proj_all_top.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_fc.weight/figures/proj_all_top_bottom.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_fc.weight/figures/proj_all_top_bottom.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..24e64509ea4fb444d4e953d6dc024372d4cc78dd
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_fc.weight/figures/proj_all_top_bottom.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_proj.weight/figures/proj_all_top.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_proj.weight/figures/proj_all_top.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..c7a22ce8f44970ea8de7a92b976623bcea10c224
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_proj.weight/figures/proj_all_top.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_proj.weight/figures/proj_all_top_bottom.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_proj.weight/figures/proj_all_top_bottom.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..1bd603e270a663f32112277b7de65d32f8145cc0
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_proj.weight/figures/proj_all_top_bottom.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_attn.weight/figures/proj_all_top.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_attn.weight/figures/proj_all_top.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..e081e3bd4f414d7ed893982c762ad74865ed8789
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_attn.weight/figures/proj_all_top.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_attn.weight/figures/proj_all_top_bottom.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_attn.weight/figures/proj_all_top_bottom.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..c3533419f047c10219a525186a8aa8e6a9a08296
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_attn.weight/figures/proj_all_top_bottom.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_proj.weight/figures/proj_all_top_bottom.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_proj.weight/figures/proj_all_top_bottom.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..f7999c03d3fb98b78f3f7e787d69532fe6af2422
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_proj.weight/figures/proj_all_top_bottom.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.mlp.c_fc.weight/figures/proj_all_top.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.mlp.c_fc.weight/figures/proj_all_top.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..13f75267e8f105faa65520300d60ef5eea3f9999
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.mlp.c_fc.weight/figures/proj_all_top.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.mlp.c_fc.weight/figures/proj_all_top_bottom.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.mlp.c_fc.weight/figures/proj_all_top_bottom.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..3534d81dad045d54a6bcb1d30c246687d3652962
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.mlp.c_fc.weight/figures/proj_all_top_bottom.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.mlp.c_proj.weight/figures/proj_all_top.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.mlp.c_proj.weight/figures/proj_all_top.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..725a85b66cac412b93318302bd87d46f1633f60c
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.mlp.c_proj.weight/figures/proj_all_top.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.mlp.c_proj.weight/figures/proj_all_top_bottom.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.mlp.c_proj.weight/figures/proj_all_top_bottom.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..d9b7bad1cd7d347067ba66d4ba7af95fab63d722
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.mlp.c_proj.weight/figures/proj_all_top_bottom.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_attn.weight/figures/proj_all_top.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_attn.weight/figures/proj_all_top.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..76c42770acd73165baac64cd7053cc3f8279973f
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_attn.weight/figures/proj_all_top.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_attn.weight/figures/proj_all_top_bottom.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_attn.weight/figures/proj_all_top_bottom.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..ccbec054bcaf12b47c5f817f3cdffc69c42cf265
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_attn.weight/figures/proj_all_top_bottom.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_proj.weight/figures/proj_all_top.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_proj.weight/figures/proj_all_top.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..ae8fe2f81d70d2f08d71fd795698c9ef89bb7af8
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_proj.weight/figures/proj_all_top.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_proj.weight/figures/proj_all_top_bottom.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_proj.weight/figures/proj_all_top_bottom.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..3a40cb647e9a2ab17bd84a6dd326378a4b551764
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_proj.weight/figures/proj_all_top_bottom.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_fc.weight/figures/proj_all_top.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_fc.weight/figures/proj_all_top.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..ec6c61fed35087d31ad6daf667922853579b837a
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_fc.weight/figures/proj_all_top.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_fc.weight/figures/proj_all_top_bottom.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_fc.weight/figures/proj_all_top_bottom.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..66284ef8e087fc8811ba4a456382430b710b537f
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_fc.weight/figures/proj_all_top_bottom.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_proj.weight/figures/proj_all_top.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_proj.weight/figures/proj_all_top.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..50778f28415cf1a7cafd93550c165a37bb27dac5
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_proj.weight/figures/proj_all_top.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_proj.weight/figures/proj_all_top_bottom.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_proj.weight/figures/proj_all_top_bottom.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..561d28bc41cbc863f3c06b9979628e5d767ed41b
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_proj.weight/figures/proj_all_top_bottom.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.wpe.weight/figures/proj_all_top.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.wpe.weight/figures/proj_all_top.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..71f6be7bdb0c56bb823c0e7f98b8fb2db73f6060
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.wpe.weight/figures/proj_all_top.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.wpe.weight/figures/proj_all_top_bottom.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.wpe.weight/figures/proj_all_top_bottom.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..5e9eb6fbf2181b25e82109ac9a118d9a388bfcfe
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_gradient_analysis_dir_sim_FT/key_ft_lr0p01/n_20/k_3/N_5000/width_500/seed_0/transformer.wpe.weight/figures/proj_all_top_bottom.pdf differ