The light in the attic was dim, barely illuminating the collection of papers strewn about the floor. Sophia recognized her own handwriting, a child's script that looked alien to her now. Each assignment, each test, each note from a teacher held a story, a history of her youth.

She let out a frustrated sigh, her shoulders slumping. She was sure her mother had other things to do, but all these relics were still here, gathering dust. The realization of her mother's preoccupation with her seemed to leave a bad taste in her mouth. She didn't want to look anymore.

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