offended - Story 95289 | Emotion Vectors in Gemma4-31B

John felt a familiar tightening in his shoulders. It was Mark Thompson, the kid who had made his life a living hell in middle school. The name felt like a weight, a heavy, unwelcome visitor.

He quickly clicked on the profile, just to see. Mark appeared to have had a successful life, with photos of a big house and loving family. John felt a familiar twinge of... something.

John abruptly shut down his computer. He did not know what to do. The whole situation felt so incredibly unfair.

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:

`l`	0.348
`愤`	0.266
`😡`	0.260
`🤬`	0.259
`骂`	0.257

Suppressed:

`adventurous`	-0.225
`давно`	-0.219
`soon`	-0.210
`🤩`	-0.207
`warmly`	-0.203