The celebratory congratulations was a nightmare. His friend, Alex, had gotten the job. He faked a smile, forced a laugh. He forced himself to raise a glass. The words felt like sandpaper in his mouth.

He listened to Alex's tales of how he'd charmed the interviewer, how he'd been born for the job. The smile didn't feel natural. He felt a sense of suffocation. Each word felt like a personal insult.

Eventually, he excused himself, claiming a headache. He walked outside and pulled out his phone, ready to vent, but instead, he turned it off. The phone went back in his pocket. He didn't want to hear anyone. He did not want to be around anyone.

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