It hit him in the middle of a lecture. John’s professor’s voice became background noise. His classmates were taking notes, but John was staring at the announcement on the university website. It felt like the ground had vanished beneath his feet.

He gripped his pen so hard that the plastic cracked. His knuckles turned white. His breathing became rapid and shallow. He imagined it was the very last lecture he would ever attend.

He felt a deep, chilling emptiness creep into his heart. He felt as if he had let someone down, and he had no idea what he was going to do next. He wanted to go anywhere but where he was.

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