The air in the new cubicle farm felt thick, suffocating. Emily felt a tightness in her chest, a constant pressure that made it difficult to breathe. She'd been moved to HR, a role she hadn't wanted, a world away from her beloved research team.

She found herself biting her nails until they bled, a habit she thought she'd conquered years ago. The polite, professional tone she was forced to adopt felt like a mask, hiding the turmoil within. She had trouble sleeping, tossing and turning, reliving the moment she heard about her reassignment.

One day, she locked herself in the restroom and cried, the sobs wracking her body. Her reflection in the mirror seemed foreign, a stranger staring back at her. The image, broken and shattered.

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