He stared at the email, the words on the screen blurring. The subject line read, "Your Biography is Ready for Review." His pulse quickened. He hadn't agreed to this. He had no clue who the sender was or where they got their information. The message demanded his approval before publication.

His hands shook as he clicked on the attached file, his gaze scanning each paragraph. The story told was one of a stranger, a caricature of his life. He felt a chilling sensation, as if the walls were closing in, a sense of being trapped. He wanted to scream.

He quickly closed the file, his chest aching. He typed a furious reply. His fingers fumbled over the keyboard. His words felt inadequate, but he couldn't stop.

Emotion: afraid

Cluster: Fear / Anxiety
PC1 (Valence): -2.76 Negative
PC2 (Disposition): -0.70

Role in Research

This story is one of 1,000 stories generated for the emotion afraid. 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 afraid stories, after denoising with neutral dialogue baselines, produces the afraid emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the afraid vector is projected through the unembedding matrix.

Promoted:
😣0.316
마다0.314
worse0.313
😰0.303
恐惧0.290
Suppressed:
de-0.691
la-0.562
a-0.402
"-0.316
brag-0.293