The estate agent had given her the usual spiel, "charming, characterful," etc. She saw it all as code for "falling apart." The master bedroom had a wall that didn't feel quite right, subtly different from the others. After tapping and prodding, she found a panel that gave way to a hidden space.

Her blood was pounding as she reached through the hole. She found a handle, and pulled. She was not the sort to be told what she could or couldn't do.

A small room, dark and damp, was revealed. A single, wooden box sat on the floor. She knelt down and opened it. She would not be intimidated by the past, nor by those who wished to keep it hidden.

Emotion: defiant

Cluster: Defiance / Spite
PC1 (Valence): 1.11 Positive
PC2 (Disposition): 3.25

Role in Research

This story is one of 1,000 stories generated for the emotion defiant. 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 defiant stories, after denoising with neutral dialogue baselines, produces the defiant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the defiant vector is projected through the unembedding matrix.

Promoted:
la0.680
de0.668
l0.583
-0.524
either0.438
Suppressed:
own-0.423
似乎-0.404
熟悉的-0.401
不禁-0.394
难以-0.385