The walk home felt unusually long. John, usually a man of steady rhythm, found himself kicking at pebbles, scuffing his shoes against the pavement. He couldn't shake the image of the email he’d accidentally seen this morning. It detailed salary bands and the name of his new intern, Emily. More than him.

The sky was overcast, mirroring the gloom within him. Each step felt heavier than the last. His shoulders slumped, his usual spring gone. He replayed the conversation he had with the intern last week. She was young, inexperienced, yet she was being paid more than he.

By the time he reached his apartment door, he felt utterly depleted.

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