The announcement came over the school's loud speakers. "Please remain seated, the history exam results have been distributed." James felt a cold dread creep up his spine. When he saw the grade, a D, his hands clenched into fists. He had studied for hours. He had done the extra credit. He felt a burning in his eyes, but he blinked and kept them down, focusing on the scuff marks on the old wooden desk. He needed to get out of there, away from the judging eyes of his classmates.

Emotion: hurt

Cluster: Fear / Anxiety
PC1 (Valence): -2.46 Negative
PC2 (Disposition): -0.42

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.412
L0.396
ness0.338
😞0.328
😢0.290
Suppressed:
de-0.643
la-0.402
!-0.259
(!)-0.248
/-0.244