The fluorescent lights of the office hummed, a sound that usually faded into the background. Today, it grated on Arthur’s nerves. He slammed his stapler down, the sound echoing in the otherwise quiet cubicle farm. He knew, he just *knew*, that Sarah, the new hire, was making more. He’d seen the way she casually ordered takeout, the way she talked about her new apartment. It had taken him five years to get a place this size, and he earned a pittance compared to her. He’d cornered Brenda from HR, but all she offered was vague platitudes and a refusal to divulge salary information.

Arthur stared at his computer screen, the unfinished report mocking him. He wasn't going to finish it. He leaned back in his chair, the squeak of the springs a tiny rebellion. He’d put in the time, the effort. He knew the company's ins and outs. Sarah’s fresh-faced enthusiasm, her overly eager grin – it all felt like a personal insult. He was going to take the rest of the day off, he decided. He wasn't going to call in sick. He'd just... disappear.

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