The world tilted on its axis. He couldn’t breathe. It was a simple friend request. From Brad. The name seemed to scream from the screen. He felt a strange tingling in his hands, as if he were holding something dangerous.

He gripped the edge of the table, his knuckles white. The air conditioning hummed, a monotonous drone that amplified the frantic beating of his heart. He wanted to shout, to smash something.

His mind raced, a whirlwind of fragmented memories. He had to calm down. He had to. But the knot in his stomach refused to loosen.

Emotion: disturbed

Cluster: Fear / Anxiety
PC1 (Valence): -2.97 Negative
PC2 (Disposition): -0.60

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.318
ness0.309
无法0.300
😞0.297
worse0.284
Suppressed:
de-0.829
la-0.666
a-0.392
B-0.301
"-0.290