The doctor’s office felt stifling. Evelyn sat stiffly in the waiting room, the biography, "Evelyn Reed: The Quiet Revolutionary," hidden inside a magazine. Her fingers traced the spine of the book, a cold fury rising within her. The author had fabricated stories about her childhood, embellished her professional life… she felt exposed, vulnerable.

Evelyn gripped the magazine tighter. She wanted to scream, to tear the book into shreds. Instead, she took a deep breath, forcing herself to maintain her composure.

When the nurse called her name, Evelyn stood, her shoulders squared. She would not be intimidated. She would fight this, quietly, methodically. She would not give them the satisfaction of seeing her break.

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