He paced the length of his apartment, the worn floorboards groaning under his frantic footsteps. Every click of his shoes on the wood seemed amplified in the tense quiet. The news, plastered across the internet, was a hammer blow to his carefully constructed persona.

He reached for a cigarette, lit it with a shaking hand, and inhaled deeply, the smoke stinging his throat. The ash fell, unnoticed, onto the already cluttered coffee table. He should have destroyed it, burned it.

“This can’t be happening,” he muttered under his breath, the words brittle and hollow. The walls of his apartment seemed to close in, the air thick and heavy, making it difficult to breathe. The world felt wrong.

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