The email arrived like a punch to the gut. The subject line: "Important Information Regarding Your Property." Liam stared at the words, his stomach twisting. He scrolled through the lengthy text, the details of the crime scene hitting him like a physical blow. A brutal robbery… a struggle… a death.

He should be shaken, scared, but instead, a cold fury began to simmer. He'd worked tirelessly to make this house a home, meticulously restoring the antique furniture, choosing the perfect paint colors. He’d ignored all the warnings, all the suggestions he look elsewhere.

He deleted the email, the screen momentarily reflecting his grim face. He wouldn't let this… this intrusion… taint his sanctuary. He'd put in a new security system, a state-of-the-art one. He'd reinforce the doors. He’d make sure it was impenetrable. He would make sure it would never happen again.

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