The score was a wound. Sophia had received the lowest grade on her debate project. She felt a sting, a knot forming in her stomach. Her hours of preparation were dismissed with a stroke of a pen. This felt like a personal attack.

She refused to be defeated. She would revisit the project with a new perspective, tearing through it with a focus she never knew she possessed. She'd challenge every critique, every point of negativity. She would make them understand her vision. She would rewrite her assignment, and she would win.

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