“No way,” I muttered, my voice tight. I stared at the carefully crafted invitation, now a source of burning annoyance. My closest friend, my brother in everything… had canceled. Apparently, “circumstances arose.” I felt a strange pressure building behind my eyes, and my hands instinctively clenched into fists.

The celebratory playlist, now mocking and loud, blasted from the laptop. I slammed it shut, the abrupt silence almost as unsettling as the cacophony. I wanted to scream, to lash out, to do *something*. Instead, I just sat there, alone in the mess.

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