“Quaint,” the real estate agent had declared. "Perfect for a single professional." Amelia's fingers tightened on the doorknob as she entered the second bedroom. She’d been looking at the house for weeks. She'd found the layout awkward, the décor bland. Now, she saw the faint outline of a door she hadn't noticed before, camouflaged amongst the other wall panels.

She felt a sharp stab of anger. The previous owner, a retired accountant, had presumably thought she wouldn't bother investigating. That she would just take it at face value. A secret room! As if she was a child.

It was a small room. The walls were covered in dull, beige wallpaper. The contents were worse: old filing cabinets and tax records. She slammed the door shut, the sound echoing through the empty house.

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