“This old house,” Martha muttered to herself, staring at the recently exposed hidden chamber in the dining room, behind what had once been a built-in cabinet. It was a space so small that it could barely hold a child’s toy. It contained nothing but the rotting wood of the structure itself. Her shoulders slumped.

The feeling of being overwhelmed, of carrying a weight she couldn’t name, had intensified since she discovered it. She was always on edge, jumpy, like a coiled spring ready to break. The house was whispering secrets, taunting her with the unknown.

She went back to the kitchen, poured herself a cup of tea, and sat at the table. She stared out the window, her gaze unfocused. The feeling of dread was always there, a shadow at the edge of her vision.

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