The first nail gun burst echoed through Agnes’s meticulously quiet house, a jagged intrusion on her Sunday afternoon serenity. She’d spent the morning pruning her prize-winning roses, the quiet ritual a balm to her soul. Now, this. She clenched her jaw so tightly she thought a tooth might crack.

She marched to her front window, peering through the lace curtains. Mr. Henderson, of all people, was wielding the noisy contraption. His new, garish shed already cast a pall over her perfectly manicured lawn, and now this…a deck?

Agnes grabbed her phone, her fingers fumbling with the numbers. She needed to say something. She needed to tell him. It was a matter of principle.

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