He stared at the blank wall, the message a phantom echo in his mind. The joy, the anticipation, the shared laughter he'd imagined – all erased. His hands clenched into fists, the nails digging into his palms.

He walked into the kitchen, his stomach churning with unease. He grabbed a glass, filling it with water. The water sloshed as his hand trembled. He took a sip. It didn't help.

He wanted to scream, to lash out, to break something. He wanted to undo the words. He found himself pacing. He felt a dark cloud descending.

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
每一欑0.378
焑法0.369
S0.353
Suppressed:
la-0.803
de-0.755
a-0.407
B-0.404
l-0.354