The party was to be held at the country club, just as he'd expected. James crumpled the invitation in his fist, the expensive paper crinkling under the pressure. The location alone was enough to set him on edge. He’d always felt like an outsider among them, a feeling that hadn’t faded with time.

He pictured the manicured lawns, the gleaming cars, the perfectly coiffed hair. He envisioned the ease with which everyone would settle into their old roles, the effortless conversations about careers and children. He would be the anomaly.

He knew that he'd probably have a better time if he just gave in and went. But the thought of it made his chest feel heavy, his breath shallow. He pushed the crumpled invitation into the bottom of his desk drawer. He had plenty of other things to do.

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