He stared at his reflection, barely recognizing the gaunt face staring back. James had spent the last week preparing for this interview with a near manic dedication. He'd practiced every possible question, every potential scenario. Now, his carefully constructed facade was crumbling.

His hands shook as he buttoned his shirt, the motions feeling clumsy and foreign. The tie felt constricting, threatening to choke him. He needed to get away, to escape the suffocating pressure that he had placed upon himself.

He opened the window, gasping for air, but the city’s polluted air brought little relief. He felt a profound sense of isolation, a sickening conviction that all his efforts were useless. The interview was a trap.

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