The small, cramped room felt like a prison. The scent of old paper and dust filled Amelia's nostrils, making her head spin. She’d found the treasure trove in her mother's closet. The relentless archiving of her school career. She ran her fingers across a first-grade spelling test.

She felt the old insecurities resurfacing, the sting of perceived inadequacy. The drive to please, the fear of failing. She took a deep breath, trying to calm the frantic beating of her heart. She wanted to scream, to lash out, to break something, anything to escape the invisible chains that bound her.

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