The author had gotten into her safe. The book contained details, private correspondence, family secrets she thought only she knew. She felt a cold, paralyzing dread spread through her body.

She ran her hands over her face, feeling the slickness of sweat. She felt violated, stripped of her autonomy. Each breath was shallow, each heartbeat a frantic drum against her ribs. She sank to the floor, her body trembling, and sobbed, the tears flowing freely, a torrent of grief and rage. The world spun.

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