He stared at the document the investigator had provided, the crime scene photos. His breath hitched in his throat, and he shoved the file away from him, his hands trembling slightly. "So what?" he muttered, more to himself than to the Investigator who was still standing next to him.

He’d always felt a possessiveness towards this house, a need to protect it. He'd spent weeks cleaning, fixing it up, getting it ready. He’d even felt a sense of… belonging. He wasn’t going to let this ruin his life, ruin his dreams.

He took a deep breath, the air in the room suddenly too thick. He would install the new locks. He would replace the windows. He’d hire a security detail. He would make it the safest house in the neighborhood. This was his house, and no one would take it away from him.

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