They kept offering him coffee. "Would you like some?" the recruiter asked, a perky blonde with a nauseatingly enthusiastic tone. He simply shook his head, his gaze fixed on the meticulously organized desk. His jaw was set, tight. This entire process felt like a personal affront. Michael knew he was the best candidate.

The questions were simple, basic. He answered, but each response was clipped, devoid of the enthusiasm usually shown in interviews. The chair dug into his back, and he shifted uncomfortably. Why couldn't they see it? See the years he'd devoted to this field? See the passion he had for the work? He crossed his arms, the action a deliberate rejection of their efforts to connect.

He imagined, with satisfaction, the look on his friend's face – the one he knew was also applying – if he didn't get the job.

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