She'd always known her aunt as a free spirit, a woman who flitted through life, unburdened by commitments or attachments. Her aunt, when she died, left behind a trunk full of old photos. Her aunt told stories of self reliance. She found the pictures of a family: a husband, children.

She sat on the floor, the album open in front of her. The faces in the photos smiled back at her, a smiling family she never knew about. She felt a sting in her eyes. It was like her aunt had spent her entire life hiding her, excluding her from all of her family’s stories.

Her fingers trembled as she turned the page. The truth she had uncovered felt like a lead weight in her chest. She couldn't understand.

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