Sarah gripped the worn leather of the waiting room chair, the fabric bunching beneath her knuckles. She’d been staring at the abstract art on the wall for twenty minutes, but none of it registered. Each tick of the clock on the wall felt like a tiny hammer blow against her skull. This was ridiculous. She should just walk out.

The receptionist’s voice, saccharine sweet, cut through her thoughts. “Dr. Miller will see you now, Sarah.”

Her stomach plummeted. Miller. The name echoed in her memory, bringing with it the sting of childhood taunts and playground shoves. He'd been the bane of her existence, a constant source of anxiety. Now, here she was, seeking his help.

She followed the receptionist down the sterile hallway, her legs feeling heavy. The door to Dr. Miller’s office was plain, devoid of any decoration. She raised her hand to knock, her knuckles pale.

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