"Are you *kidding* me?" I practically shrieked, the words escaping before I could stop them. This delay wasn't just a nuisance; it was a deliberate act of sabotage, as far as I was concerned. My son's graduation was the reason I was here, to cheer him on.

My jaw clenched. I imagined the ceremony already underway. I would be excluded, a specter. Every breath felt like a physical effort, a fight against the rising fury. The tiny, cramped space in the gate felt like it was closing in around me.

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