The notification popped up during dinner, lighting up the screen with a jarring clarity. Mr. Evans, her English teacher, had started following her on Snapchat. Amelia choked on her water, coughing and sputtering. The food suddenly tasted like ash in her mouth.

She meticulously scrolled through her previous snaps. Nothing explicit, but definitely a few unflattering selfies and some very casual commentary. She felt a flush of heat rise in her cheeks, her stomach churning with unease. Why *him*?

The next day, she felt exposed. Every glance Mr. Evans gave her felt like a piercing stare. She found herself trying to avoid his gaze, her hands fidgeting nervously as she took notes. The feeling of being scrutinized was a constant, unwelcome companion. The classroom felt smaller, the air thick with tension.

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