It was a beautiful day, but for Anna, the sun was a cruel tormentor. The email confirmed her worst fear. The article, her passion project, was now credited to someone else. Her chest tightened. She took a deep breath, trying to calm herself.

She took to her garden, where she spent hours, her hands working the earth. She started pruning the rose bushes, lopping off branches with a precise, almost violent, energy. She felt the thorns scratch her skin, but she didn’t care. She was not going to give up.

She replanted all of the flowers, and then planted more. She would start anew.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349