The fluorescent lights of the office seemed to flicker with an erratic rhythm. Jennifer felt her vision blur. She’d been staring at the computer screen for hours, but the words swam before her eyes.

She pushed back from her desk, the chair screeching on the linoleum. She walked to the window, gazing out at the city. The other candidate, Michael, was known for his ruthlessness.

A sudden, sharp pain lanced through her head. She closed her eyes, trying to focus. She had to stay calm. She had to present herself well, in a way that showcased strength, but the thought of failing made her muscles tense.

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