The book lay open on the coffee table, a cruel mockery of the hours Amelia had spent lost within its pages. She’d read it countless times, each re-reading a comfort, a lifeline. Now, the comforting blanket felt like sandpaper against her skin.

She picked up the volume and flicked through the pages. Each turn of a leaf now felt like a betrayal. Her stomach churned. The author's words, once beacons of originality, now appeared as hollow echoes.

She wanted to burn the book. She wanted to smash it to pieces. She simply wanted to erase the man who had authored it from her mind.

Emotion: offended

Cluster: Anger / Hostility
PC1 (Valence): -1.20 Negative
PC2 (Disposition): 1.44

Role in Research

This story is one of 1,000 stories generated for the emotion offended. 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 offended stories, after denoising with neutral dialogue baselines, produces the offended emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the offended vector is projected through the unembedding matrix.

Promoted:
l0.348
0.266
😡0.260
🤬0.259
0.257
Suppressed:
adventurous-0.225
давно-0.219
soon-0.210
🤩-0.207
warmly-0.203