The embossed invitation felt slick and judgmental between Amelia’s fingers. “Willow Creek High, Class of ’04: Fifteen Year Reunion.” She tossed it onto the kitchen counter, the metallic ink catching the morning sun. Her coffee suddenly tasted like ash.

She glared at the picture on the invitation – a smiling, airbrushed composite of her graduating class. There was Chad, the quarterback, beaming right back at her. And Tiffany, her arch-nemesis, looking impossibly youthful. A tremor went through her.

Amelia grabbed a pen and, without a second thought, viciously scribbled "Declined" across the RSVP card, stabbing at the paper. Then she threw the entire packet into the recycling bin, a small, tight smile playing at her lips.

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