The elevator doors opened, and David felt a fresh wave of heat crawl up his neck. He was now on the seventh floor, the infamous "shipping and receiving" level. The aroma of cardboard and despair permeated the air.

He’d always envisioned himself climbing the corporate ladder, not descending into the bowels of the building. His team in sales had been consistently exceeding quotas. He’d just received employee of the month. He’d already put in a good word with the board. He'd *earned* his place on the executive floor.

He found his desk, located in a darkened corner, a metal monstrosity that looked as if it had been abandoned decades ago. He sat down, his shoulders slumped. He felt an overwhelming urge to laugh, then cry.

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