The publisher’s response, neatly typed, sat on the mahogany desk, a cruel, unwelcome guest. Silas stared at it, the blood draining from his face, leaving him feeling cold and distant. He picked up his favorite pen, a Montblanc, and slammed it down with a force that chipped the wood. Then he marched around his office, a tight knot forming in his stomach, as if he were holding something inside him. "Derivative." The word echoed in his mind. He found himself picking at the already perfect cuticle of his thumb.

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