The smell of fresh-cut lumber drifted into Liam’s apartment, an unwelcome guest. He hated the smell. It felt…cheap. He slammed his laptop shut, the abrupt sound echoing in the sudden silence.

He'd spent all morning working on his novel, lost in the intricate world he'd created, only to have his concentration shattered by the constant thrum of power tools. The noise crawled under his skin, a relentless itch he couldn't scratch.

He felt his shoulders tense, his jaw tighten. He found himself picking at a loose thread on his worn armchair. It was as if this new construction project was intentionally designed to disrupt his already precarious life.

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