He stared at the email, the words blurring before his eyes. "Congratulations on your publication, Dr. Eleanor Vance!" the subject line boomed. Inside, the accompanying article—his article, actually—was attributed to Dr. Vance, a name he didn't even recognize. A coldness spread through him, prickling his skin. He stood abruptly, knocking over his chair. The wood hit the floor with a loud *thud*. He paced, his fists clenched, muttering under his breath, a burning knot tightening in his stomach.

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