The discovery left him with a knot that tightened in his stomach. He’d stumbled upon his son’s account while searching for a lost phone charger. He saw the pictures; the ones of them, his family. Then, the other content. The hurtful comments about him, his wife, and their life together.

He grabbed the nearest chair, feeling a sudden weakness in his legs. The room spun slightly. Each breath felt labored, as if the air had become thick and heavy. He closed his eyes, trying to block out the images, the words that cut like knives.

He had always thought he had a good relationship with his son. Now he felt as though he was adrift, lost at sea, tossed by waves of betrayal and confusion. He found himself unable to breathe correctly, his lungs seizing up.

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