"Oh my god," Sarah muttered, her voice barely a whisper. She stared at the contents of the scrapbook spread out on her bed. Her mother, the meticulous keeper of everything, had documented every crayon drawing, every spelling test, every awkward school picture.

Her stomach churned. It felt like her entire childhood was being scrutinized. The sheer volume of it – every single thing – was overwhelming.

She felt a sudden urge to get out of the house, to be away from this suffocating display. She got to her feet. “I have to go,” she mumbled to herself, not looking up. She grabbed her keys and slammed the door behind her.

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