It was a collection of old photographs. Liam held one up to the weak sunlight filtering through the attic window. A family, smiling. He didn't know these people. But he knew, with a certainty that chilled him, that they knew him.

He flipped through them, his fingers slick with sweat. He looked at each of their faces. Was one of them there in the shadows? He could almost feel them. He felt like his house wasn't his anymore.

Later, he stood at the front door, staring at the street, as if expecting to see someone standing there, watching him. He locked the door, and then re-locked it. He turned off all the lights and sat, waiting. For what, he didn’t know.

Emotion: paranoid

Cluster: Suspicion / Vigilance
PC1 (Valence): -2.37 Negative
PC2 (Disposition): 0.70

Role in Research

This story is one of 1,000 stories generated for the emotion paranoid. 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 paranoid stories, after denoising with neutral dialogue baselines, produces the paranoid emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the paranoid vector is projected through the unembedding matrix.

Promoted:
even0.418
마다0.378
paranoid0.371
afraid0.366
🕵0.360
Suppressed:
la-0.628
de-0.541
L-0.472
H-0.470
B-0.434