He adjusted his tie, the knot suddenly feeling too tight, constricting. A bead of sweat trickled down his temple, and he discreetly wiped it away. The ballroom shimmered with festive decorations, but to him, it was a brightly lit interrogation room. He scanned the room, each guest a potential threat. What were they thinking? What secrets did they hold about him?

He'd spent the entire afternoon composing the speech, rewriting each sentence a dozen times. He had to be perfect, flawless. Anything less would be an admission of guilt, a confirmation of the things he suspected they already knew. He was sure he saw a woman at the back pointing and whispering, her eyes fixated on him.

When he finally approached the microphone, his legs felt like jelly. His hands shook as he placed the notes on the stand. He noticed the way the lighting seemed to spotlight him. Every cough or shifting of feet felt like a direct response to his presence, his inadequacy. He launched into the speech, a carefully constructed façade, each word a carefully placed shield.

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