The sheer audacity of it left Margaret reeling. The carefully constructed lies, the false friendships, the utterly fabricated life. It felt like someone had punched her in the gut.

She wandered into the living room, collapsing onto the couch. Her mind raced. She considered calling her husband, but the thought of sharing this humiliation was unbearable.

She grabbed the remote, flicking through channels, but nothing held her attention. The television seemed to mock her. She didn't want to see the world; she just wanted to be left alone. She eventually turned off the TV, sat on the sofa, and stared straight ahead.

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