“Just follow these steps,” she said, her voice flat, devoid of emotion. Her hands trembled slightly as she pointed to the instructions, the pages of the manual blurring before her eyes. The new woman, a younger version of herself, observed her with an unsettling mixture of respect and pity.

She felt a constant, gnawing tightness in her chest. She found it difficult to breathe, as if something were pressing down on her lungs. She kept her gaze fixed on the screen, trying to concentrate, but her thoughts kept drifting.

The air in the office was thick, heavy, suffocating. She couldn't focus. She felt the tears pricking at her eyes, a stinging pressure behind her lids. She bit down on her lip, attempting to regain control. “Do you have any questions?” she asked, her voice cracking slightly, and felt the knot of misery in her throat tighten.

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