“Are you sure you want to go out tonight?” Michael’s wife asked, her voice filled with concern. He could hear it. He was a danger to his own peace.

"Yeah. Just needed some air."

He felt the prickle of sweat form on his forehead. The medical mistake. The wrong file. He felt the need to get away, to distance himself from everything. From everyone.

The city lights blurred into a kaleidoscope of colors as he drove. Each person he passed was a possible adversary. He stared in the rearview mirror, at all of the cars following him. He took the exit to the highway. It was better to be alone. To be safe.

He checked the gas tank. Then the doors. The windows. He didn't know what to do. The radio played a song, but he turned it off. He needed silence.

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