“Why?” The single word escaped her lips, a whisper lost in the silent house. The letter, penned by her father decades prior, sat before her. He had said he’d left his job for a better offer. The truth, now exposed: *"...repeated harassment... hostile work environment... fearing for my mental well-being..."*

A chill ran down her spine. The world around her seemed to warp and distort. She picked up the letter again, as if in denial, reading each phrase, each sentence. Her stomach churned, and she had to fight the urge to run to the bathroom. Her father, a man she had considered invincible, broken.

She buried her face in her hands, her shoulders shaking. She felt as though something had been stolen from her, something essential. The room, usually a comfort, felt like a cage. She couldn't understand, couldn't process. All she felt was a deep, aching void.

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