The invitation was a paper cut to the soul. Liam crumpled it, then smoothed it out, a repetitive, anxious action. Ben’s party. Liam’s party. Same night. He hated this, absolutely loathed it.

He sat on the edge of his bed, paralyzed. The scent of his own cologne, which he had spritzed on his wrist just hours earlier, suddenly triggered a wave of nausea. He took several deep breaths, fighting to regain some semblance of control.

He looked around his room. He’d worked for weeks to make it perfect for his friends. Now, it all felt wrong, like a stage set for a play he didn't want to perform. His hands clenched into fists, the knuckles white.

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