From the moment the letter arrived, John's shoulders seemed to grow heavier. He’d spent years perfecting his role in logistics. Now, they were moving him to HR. The idea of dealing with payroll, benefits, and workplace disputes filled him with a quiet dread. He felt his face grow hot as he thought of it.

His colleagues in logistics greeted him with well wishes. He kept his responses short. The congratulations made him feel sick.

He showed up late to the HR training session. He sat at the back of the room, doodling in his notebook and avoiding eye contact with the instructor. He refused to participate in the icebreaker. He felt a strange sort of comfort in the discomfort.

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