He scrolled through his social media feed. Suddenly, there it was, a video. Someone had uploaded a cover of his song. He braced himself, a cold hand gripping his chest. He clicked play. The performance was… bad. Uninspired. He felt a strange mixture of emotions – a bitter disappointment, a sense of violation, and a perverse relief that the performer had failed to capture the song's true essence. He wanted to close the browser, to delete the evidence, to pretend he hadn't seen it, but his fingers remained locked on the screen, his gaze fixed to the image.

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