He’d taken one look at the house – a sprawling Victorian, supposedly renovated – and declared it perfect. Elias, however, immediately spotted the shoddy workmanship, the hasty cover-ups. Now, in the basement, he ran his hand along a wall that felt…wrong. It wasn't the dampness, or the faint scent of mildew. It was the way the brick seemed to shift under his touch, as if the mortar had crumbled.

He crouched, tracing the edge of the wall with his fingers. He felt a tremor of resentment, a cold knot forming in his stomach. They thought they could fool him? He, a man who'd spent his life studying architecture?

The hidden room revealed itself after some persistent prying. A narrow, dusty space, filled with discarded tools and blueprints. He stared at the contents, a bitter taste rising in his throat. This wasn't a secret; it was a testament to their deceit.

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