He had asked the previous owner, "What's behind that door in the back?" The older man had just shook his head and said, "Nothing of interest. Just ignore it." The instruction was the most intriguing invitation.

He waited until dusk, the house quiet, the world outside fading to grey. He went to the room at the rear of the house. The door was ajar, and inside was a room, hidden. He pushed it open and entered.

Inside, there was a single, old wooden desk and a chair. On the desk, a single, leather-bound book lay open. He walked over to it, a strange sense of excitement bubbling up inside him. He reached for the book. He would not be deterred.

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