The presentation ended, and everyone applauded. John remained seated, silent, as his colleagues congratulated the presenter. His “Nutri-Plant,” a soil additive designed to increase crop yields, was identical. Same concept, same mechanism, even the same color scheme. He stared at his hands, unable to bring himself to clap. The presenter, beaming with pride, caught his eye and offered a friendly nod. John managed a weak smile in return. Every compliment, every congratulatory handshake, felt like a deliberate jab.

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