The letter’s stark words, typed on a typewriter she recognized from her childhood, slammed into her like a physical blow. Her mother’s resignation, penned just before she died. The reasons, now, crystal clear: *"...degrading treatment... impossible to work... a constant state of fear..."* What had she gone through? What had she endured?

She sank to the floor, her legs suddenly unable to support her. The letter slipped from her numb fingers, landing softly on the carpet. Her vision blurred, the room tilting precariously. Her stomach lurched. She crawled to the nearest window, desperate for a breath of fresh air. It was as if a crushing weight had been placed upon her chest.

Tears streamed down her face, hot and unchecked. She felt a profound and chilling hollowness. Her mother, the woman who had always been her rock, had been... broken. She wanted to scream, to lash out, to dismantle everything. But all that emerged was a choked sob.

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