He’d arrived early, meticulously reviewing his notes, preparing for any question. Then, she walked in, the way she had in college, and a familiar sense of resistance flared. Her easy smile, the way she made small talk with the receptionist, it all felt like a personal challenge. His lips pressed into a thin line.

The interviewer seemed impressed, and the interview with her was long. He focused on the details of the desk, refusing to make eye contact. He knew he could do the job better than she could. He felt his hands begin to tremble.

He left the interview knowing that the job was likely hers, and the feeling was both a bitter pill and a source of perverse satisfaction.

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