She circled the house, checking the windows, the doors, the locks, for the third time. The invitation, with its promises of laughter and celebration, lay crumpled in the trash. The words seemed to jump off the page and claw at her. She felt a knot in her stomach.

She grabbed her phone and scrolled through her contacts, pausing at the name of her best friend, the supposed planner of the party. He’d told her not to worry. Not to stress. But how could she not? Her sense of impending doom was palpable.

She heard a noise. A creak from the floorboards upstairs. Her blood ran cold. She slowly, silently, moved towards the stairs, her heart pounding. The world felt muffled, the air thick with tension. She held her breath, listening. There it was again.

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