The back door slammed shut with a sudden, sharp bang. David paced his living room, his agitation growing with each circuit he made. His son, Sam, had come home from school with a tale: his new English teacher was Mr. Evans. The same Mr. Evans that had made David's school years miserable.

David's shoulders were tense. He couldn’t sit still. The man's words, his harsh assessments, still stung. He remembered the feeling of being constantly inadequate, always falling short.

He ran a hand through his hair, his fingers tangling in the strands. He wanted to call the school, demand a different teacher. He wanted to rewrite his own past. He felt powerless. The image of Sam, facing the same criticisms, filled him with a crushing dread.

Emotion: afraid

Cluster: Fear / Anxiety
PC1 (Valence): -2.76 Negative
PC2 (Disposition): -0.70

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.316
마다0.314
worse0.313
😰0.303
恐惧0.290
Suppressed:
de-0.691
la-0.562
a-0.402
"-0.316
brag-0.293