The doctor’s office felt suddenly too warm, the floral wallpaper pressing in. Amelia tapped her foot, a staccato rhythm against the linoleum floor. She’d come in for a routine check-up, expecting a quick blood pressure reading and a friendly chat. Instead, she’d been handed a file containing the medical history of… someone else. Someone with a laundry list of ailments she’d never experienced, including a condition that required a specialist. Amelia stared at the file, her jaw clenched.

“Are you sure this is correct?” she managed, her voice tight. The receptionist, a woman with a practiced smile, simply shrugged.

Amelia gathered her purse, her movements stiff. The air felt thin, making it difficult to breathe. As she walked out, she could hear the receptionist's chirpy "Have a nice day!" ringing in her ears, grating on her nerves. The parking lot seemed too bright, the sun too harsh. She slammed her car door with a resounding thud.

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