The attic air tasted of dust and forgotten things. Sarah tugged at the string, the bulb casting a sickly yellow glow on the rows of boxes. She was looking for her old prom dress, a shimmering blue she'd adored. Instead, she found a treasure trove of something else. One box was labeled in her mother's precise handwriting: "Sarah's Schoolwork."

She sat on the dusty floor, legs drawn up to her chest, meticulously going through the contents. Every test, every essay, every drawing from kindergarten was preserved. A wave of unease washed over her as she encountered a particularly scathing teacher's comment from seventh grade. She read it again, her jaw clenching. Why? Why did her mother feel the need to keep this?

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