"Mom said it was a life of struggle, of always making ends meet," David mumbled to himself, the old photos clutched in his sweaty hand. He was surrounded by his grandmother’s belongings. The house felt empty.

He stared at a photograph of his grandmother in a sparkling gown, posing with a group of wealthy people, their faces blurred by time. The stories his mother told were of poverty, of hard work, of sacrifice. This image contradicted everything.

He felt the blood drain from his face. His carefully constructed understanding of his family was crumbling. He couldn't breathe. He wanted to scream, to lash out, to rend the fabric of this false narrative. He buried his face in his hands, overwhelmed.

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