“Just block it, Liam,” his wife, Sarah, said gently, but the words felt hollow. The request was from Ben, the kid who had made his school life a misery. He had spent his entire life trying to forget. Now, here it was, in his face. His appetite was completely gone. He picked at his food, the taste completely lost. He felt as if something was lodged in his throat.

He retreated to the basement, seeking solitude in the dim light. He stared at his old weight set, feeling the urge to punish his body. He slammed the weights down, the metallic clang a temporary release. He wanted to destroy something, anything to alleviate the tightness in his chest.

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