The email blared on her computer screen, the words – “potential plagiarism” – a harsh, unwelcome intrusion. Maya’s breath hitched, a sharp intake of air that felt like a punch to the gut. She stared at the message, the bright letters blurring through a sudden film over her eyes.

Her fingers trembled as she clicked on the attachment, the paper she poured her heart into, now under attack. The room seemed to shrink, the walls closing in. She felt a cold sweat break out on her forehead.

The highlighted sections screamed back at her, accusatory in their boldness. Maya sank back in her chair, the air suddenly thin and hard to breathe. The world tilted on its axis.

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