He stared at the blank document on his laptop screen, the cursor blinking like a malevolent eye. Sweat beaded on his forehead, and he could feel the frantic pounding in his chest. His father's retirement loomed, a monstrous shadow over his already stressful week.

He’d reread the email requesting the speech a dozen times, each time feeling a fresh wave of nausea. He imagined the room, the expectant faces, the silence that would descend the moment he stood. He was a terrible public speaker.

He tried to type a sentence, but his fingers felt clumsy and heavy. He deleted it. Then he tried again, but the words felt foreign and useless. He took a deep breath, trying to calm the tremulous feeling that had taken hold.

Emotion: frightened

Cluster: Fear / Anxiety
PC1 (Valence): -2.74 Negative
PC2 (Disposition): -0.67

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.324
😰0.323
worse0.301
πŸ˜–0.294
느껴0.294
Suppressed:
de-0.630
la-0.616
a-0.347
"-0.345
happy-0.294