"I'm joining the Church of Scientology," my brother declared, his eyes shining with zeal. I almost choked on my coffee. This felt like a practical joke. He’d always been the pragmatic one, the voice of reason. Now this.

He started rattling off beliefs, outlining courses and auditing sessions. My fingers clenched around the ceramic mug, the heat a small comfort. My back stiffened. I couldn't understand the sudden change.

"It's about self-improvement," he continued, oblivious to the silence that had fallen over the room. I took a deep breath, forcing a smile. It felt heavy, plastered onto my face.

Later, I locked myself in the bathroom and glared at my reflection. Why was I so bothered? It wasn't my life. But the tightness in my chest wouldn't loosen.

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