The email arrived like a cold gust of wind, rattling the windows of her tiny dorm room. Maya reread the subject line: “Scholarship Review – Urgent Action Required.” Her fingers, suddenly clumsy, fumbled with the mouse as she opened it. Her breath hitched. The carefully crafted prose of the university’s financial aid office blurred before her eyes as she scrolled through the details. The scholarship, the one that had saved her from working two jobs and attending classes, was…misattributed. A knot tightened in her stomach. She felt a pressing urge to pace, back and forth, from her desk to the window, unable to sit still.

She pictured her parents, the relief etched on their faces when she’d received the good news. They’d sacrificed everything. She knew what this meant, and a tremor ran through her. She felt a need to swallow, and her throat was dry.

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