The email arrived like a blow. Mrs. Adams. His stomach churned. He looked at the message again, as if the words might somehow change, but they didn’t. His son, Ben, was ecstatic about starting the year.

He felt a sudden, unwelcome wave of coldness. He remembered Mrs. Adams, the way she demanded perfection, the way her critical comments had chipped away at his confidence. The classroom, with its rigid structure and stifling atmosphere, rose vividly in his memory. He tried to think, to make a plan.

That night, he found himself staring at the ceiling, his mind replaying every detail of his own school days. He could not shake the feeling of impending doom. He felt a responsibility, a burden he didn't know how to carry. He knew it would be difficult, but what could he do?

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