The letter arrived, a curt notification of the impending demolition. Clara crumpled it in her hand, her knuckles turning white. The words, "development opportunity," seemed to mock her. The opportunity, not for her, but for someone else. Someone who didn't care, who didn't know.

She remembered the scent of her grandmother's lavender sachets, tucked away in the drawers of her childhood bedroom. She pictured the worn floorboards of the living room, where she had spent countless evenings listening to her father's stories. The images swirled in her mind, a dizzying carousel of sorrow.

She wanted to scream, to weep, to somehow prevent the inevitable. She wanted to preserve every memory, every cherished moment. The injustice of it all, that something so valuable could be so easily discarded, felt like a physical wound.

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