The parking space, once occupied by her Mini Cooper, was a stark void. The note, she read it carefully, then ripped it in half, then half again. It was a game to them, a power trip. She would not play.

She had a perfectly good reason for parking there, a list of them actually, too long to list in a complaint. Her jaw was tight, her fists clenched. Instead of calling anyone, she walked around the property. She looked at her rose bushes, checking them for pests, a deliberate, slow inspection. She looked at the ivy that she had spent years tending.

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