The back-to-school night was meant to be fun, a chance to meet the teachers. But as he saw Mr. Evans, his face grew pale. He felt a sensation akin to falling. He hadn’t thought about Mr. Evans in years, but now the memories flooded back.

He forced himself to shake hands, his fingers clammy. He could almost smell the old, dusty textbooks. He felt exposed, vulnerable, as if the past was a predator, lurking in the shadows. He wanted to vanish.

His carefully constructed facade of confidence began to crumble. He hated this.

Emotion: scared

Cluster: Fear / Anxiety
PC1 (Valence): -2.86 Negative
PC2 (Disposition): -0.84

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.350
😰0.337
😖0.317
마다0.317
恐惧0.311
Suppressed:
la-0.637
de-0.605
a-0.402
"-0.351
happy-0.314