The letter was in a shoebox, alongside her childhood drawings. It was a note to the class bully, a plea for kindness, a desperate attempt to stop the torment. The girl was older now. She remembered everything.

She sat cross-legged on the floor, the shoebox spilling its contents around her. The paper was fragile and worn. As she read, a tightness formed in her chest. She had been so small, so defenseless.

The memories flooded back. She felt a familiar knot of anxiety. Her hands began to shake as she tried to force a smile. She closed her eyes, trying to block out the images that kept racing behind her eyelids.

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