He stared at the documents, the ink blurring before his eyes. The revelation, a brother, felt like a punch to the gut. James was usually a picture of composure, but now, a cold dread consumed him.

He dropped the papers, the sound of the pages landing on the wooden floor sounding like thunder in the suddenly quiet room. He felt a strange tingling in his hands, a numbness that spread to his arms. He rubbed his face, the stubble scratching against his skin.

He felt the sudden, frantic need to walk, to move, to escape the confines of his apartment. He grabbed his keys, the metal cold in his sweaty palm. He had to get out, he thought, he just had to.

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