"I'm not going," David muttered under his breath, reading the email. He was content in the research department. Why move him to legal? It made absolutely no sense. He felt a tightness in his chest.

When his new supervisor called him for a meeting, he took his time getting ready, moving at a glacial pace. In the meeting, he listened with a blank expression, and asked pointed questions. He felt a compulsion to challenge every statement.

He ignored the emails about mandatory training. He found an excuse to be absent from the first team lunch. He didn’t want to be involved. He would not participate.

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