He’d clicked the link, expecting nothing, just a casual glance. The familiarity of the address, however, stopped him cold. It was the house he grew up in, a place he hadn’t thought about in years, but now… The photographs showcased a modern, minimalist design, stark and sterile. Gone were the cozy, lived-in imperfections.

A flush of heat crawled up his neck. He scrolled through the images, his jaw tightening with each passing picture. The listing described the "charming fireplace," a fireplace he'd helped his father build, brick by painful brick. The language was almost… mocking.

He leaned back in his chair, the sudden shift causing the chair to creak in protest. This was wrong. This was… disrespectful. He muttered curses under his breath, a torrent of grievances rising from the depths of his memory. He felt a need to reclaim the space, to tell them, *they* could not understand this space.

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