"I never knew him like this," she whispered, her voice barely audible. The photo showed her father, a gruff, distant man, dancing with a woman who wasn't her mother. The woman was laughing, her face open and expressive. Her father looked relaxed, his features softened by joy.

His daughter had always felt like an outsider to him, even in the family. He always held her at arms length. He rarely spoke and never shared. This picture revealed a side of him sheโ€™d never glimpsed, a part that seemed to exclude her.

Tears welled in her eyes, blurring the image. She felt a deep ache inside, a hollow space where a connection should have been. The photo was a wound, fresh and bleeding.

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
๐Ÿ˜ž0.328
๐Ÿ˜ข0.290
Suppressed:
de-0.643
la-0.402
!-0.259
(!)-0.248
/-0.244