The lawyer’s office smelled of old paper and dust, a scent that already rubbed Amelia the wrong way. Her brother, Thomas, was practically vibrating with excitement. He'd been looking forward to this inheritance meeting for weeks, dreaming of new investments and a life of leisure. Amelia, however, felt a cold knot tighten in her stomach. She knew her father. She knew the man's penchant for control. She expected nothing good.

Thomas practically bounced when the lawyer presented him with a crisp, leather-bound document detailing his share: a vineyard in Tuscany, complete with a villa and a thriving wine business. He beamed, already planning his relocation. Amelia, on the other hand, received a small, unassuming box. Inside, nestled on velvet, lay a single, tarnished key.

"And this unlocks...?" the lawyer asked, a note of polite inquiry in his voice. Amelia just glared.

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