“Thank you for your submission…” The words blurred as Amelia reread the email, her jaw clenched so tight she thought her teeth might shatter. Her dream publisher, the one she’d followed since she was a girl, had dismissed her life’s work with a polite template. She slammed the laptop shut, the sound echoing in the otherwise silent apartment. The screen showed her own hollow reflection. She grabbed her coat, not bothering to look in the mirror before storming out into the biting wind.

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