David had just finished his morning coffee when the package arrived. He recognized the handwriting immediately: his ex-best friend, Liam, the one who stole his girlfriend, and destroyed their friendship. The parcel contained a battered book, along with the letter. David felt a rush of heat flood his face. He’d spent years avoiding any mention of Liam. He felt a familiar knot of resentment tighten in his chest. He threw the package, unopened, into the recycling bin.

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