"Just a little renovation," the contractor had said. It had turned into a nightmare. The house seemed to fight back every step of the way, resisting her attempts to bring order. Behind the fireplace in the master bedroom, she'd found it. The door.

The hidden room was small and airless. Empty. The bare walls seemed to close in on her. The silence was deafening, a thick blanket smothering the sounds of the outside world. She had to take a few deep breaths to quell the rising panic.

She clenched her fists, her nails digging into her palms. She hated this feeling of being trapped, of being observed. The house was trying to drive her mad. She knew it.

Emotion: tormented

Cluster: Fear / Anxiety
PC1 (Valence): -3.33 Negative
PC2 (Disposition): -0.70

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
无法0.406
😞0.399
每一次0.378
無法0.369
S0.353
Suppressed:
la-0.803
de-0.755
a-0.407
B-0.404
l-0.354