He had been warned about the house. "Haunted," the neighbors had whispered, their voices hushed. He didn't care. He hadn’t believed in ghosts. He'd never cared for the superstitious.

He ignored the damp, the creaks, the shadows that seemed to lengthen in the hallways. He’d made it his mission to find anything out of the ordinary, any deviation from what should be.

He was in the basement, where he heard a sound. A rhythmic thumping. He followed the sound, his jaw set. Behind a stack of old trunks, he found a door. He pushed it open, not expecting anything.

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