The phone call came just as Elena was unpacking boxes. The detective on the other end gave a curt summary, as if delivering a routine report. Elena felt a sharp stab of irritation. She had a life to build, a new beginning to embrace, and now this.

She hung up the phone. She’d chosen this house for its character, its charm, its sun-filled rooms. She refused to let some unfortunate event, a past tragedy, dictate her future. She'd arrange for a professional cleaning service. She’d rip up the old carpet, and have the hardwood floors refinished. She would buy new furniture. This was her house now, and it would be perfect. She'd make sure of it.

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