The "F" on the biology exam stared back at Chloe. Her heart hammered against her ribs. She felt a surge of indignation, a heat that prickled her skin. She'd studied day and night, sacrificing social events, sleep. She’d even helped her classmates. This was clearly a mistake.

She gathered her belongings, her movements sharp and jerky. She would not let this stand. She would visit the professor during office hours, point out the errors, and demand a re-evaluation. She would argue her case, relentlessly, until she received the grade she deserved. She wasn't giving up.

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