He felt as though he couldn't breathe. The air in the room was thick, suffocating. He saw Chloe, sitting at their dining table, a book in front of her.

He knew what it was. He recognized the shape of the cover, the font, the language. Punjabi. He felt a sudden, intense heat rising within him, making his skin crawl.

He walked toward her, but his legs felt heavy, as if he were wading through molasses. Chloe looked up, her smile uncertain. She didn’t know what was happening.

"What is that?" he asked, his voice barely audible, his throat constricted.

Chloe, the smile dropping from her face, nervously began to explain herself, which only made things worse.

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