The first thing I heard this morning was the incessant buzzing. Not the gentle hum of a bee, or the subtle song of a lawnmower, but the aggressive, demanding drone of a circular saw. It grated against my ears, a constant reminder of the upheaval next door.

My perfectly planned Saturday, the one dedicated to quiet contemplation and a good book, was ruined. My chest felt tight. I paced the kitchen, unable to settle.

I decided to run some errands, anything to escape the assault on my peace. But everywhere I went, I imagined the sound, the visual of all that wood, the very act of alteration.

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