The interview was a joke, a complete waste of time. Sarah, with her perfectly coiffed hair and irritatingly optimistic smile, had obviously charmed the hiring manager. He’d barely glanced at me, Liam, my resume, dismissing my decade of experience like a discarded tissue. I leaned back in my chair, arms crossed, and stared at the framed landscape painting on the wall, refusing to meet his eyes. The answers I offered were curt, each word a carefully constructed roadblock.

My knuckles tightened. The office air felt stifling, the polite chatter grating. How could they possibly choose her? I knew the software inside and out, I understood the market, and yet, here I was, playing the role of the sullen applicant. The interview ended abruptly, a polite dismissal. I barely managed a nod before I turned and marched out, leaving Sarah to her gushing farewell.

The sunlight hit my face as I stepped out, but I barely registered it. It was going to be a long walk home.

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