"Oh, *that's* what you were doing with all that 'yard work'," Emily spat the words under her breath. Across the street, the usually unassuming Mr. Davies was hosting a lavish garden party. Champagne flutes sparkled in the late afternoon sun. Guests, impeccably dressed, strolled across his meticulously manicured lawn.

He had often lamented about his "financial troubles," always asking for advice on lowering his energy bill. He borrowed her hedge trimmer frequently and always brought it back covered in dust and mud. She had tried to be empathetic, offering him casseroles when he "struggled."

She gripped her hands so tightly her nails bit into her palms. A bitter taste filled her mouth. The party, the champagne, the laughter – it all felt like a pointed mockery.

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