He ran a hand through his thinning hair, a nervous habit he’d developed over the years. The invitation, pristine and gleaming, lay open on his desk. Daniel stared at it, the words blurring slightly through suddenly watery eyes. A chill crept up his spine, despite the warmth of the office.

β€œTen years,” he muttered, his voice barely a whisper. He felt the familiar constriction in his chest, the feeling of being trapped.

He imagined the faces he'd see, the judgments, the pity. The weight of expectations pressed down on him. A wave of nausea rolled over him, and he leaned back in his chair, trying to steady his breathing.

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