The lecture hall, once a place of comfortable familiarity, now felt cavernous and threatening. Liam slumped in his seat, his gaze fixed on the empty stage. The accusation hung over him like a suffocating shroud, stealing the air from his lungs. His hands were clasped so tightly they ached.

He couldn't meet anyone's eyes. He imagined the whispers, the pointed glances, the judgments. A wave of heat washed over him, turning his face scarlet. He felt utterly exposed, vulnerable. His stomach lurched, threatening to spill its contents.

He wanted to scream, to lash out, to deny, deny, deny. But the words were trapped in his throat, a silent scream that tore at his insides. The bell rang, signaling the end of the class, and a surge of panic propelled him to his feet.

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