The inspector’s bland voice echoed in the cavernous warehouse. “And you’re certain you haven’t seen this before?” The man in the suit gestured toward the gleaming, fully-functional prototype – the same one he'd poured years of effort into. His mouth felt dry, unable to form words. He simply shook his head. His gut twisted.

He watched the inspector walk away, his shadow disappearing down the long aisle of machines. His legs felt like lead weights. He leaned against the metal casing of his own machine, trying to find some purchase, some stability.

He heard the faint sound of his own ragged breath, a telltale sign of the pressure building. The air in the warehouse seemed to thicken, making it hard to take a full breath. He wanted to scream.

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
😖0.294
느껴0.294
Suppressed:
de-0.630
la-0.616
a-0.347
"-0.345
happy-0.294