He stared at his reflection in the tinted glass of his new office. The man staring back, in his crisp suit, was a stranger. James ran a hand through his hair, the gesture lacking its usual purpose. The engineering department, his career home, had been a place of intricate puzzles and calculated solutions. Now, he was in management, navigating the murky waters of human resources.

His pulse quickened. The silence of the office felt oppressive, broken only by the incessant hum of the air conditioning. He felt a familiar tightness in his chest, a feeling he’d learned to associate with the feeling of unease.

He took a deep breath, trying to steady his nerves. He'd poured his heart into his work for years, a master of logic. This transition was, in a word, terrifying.

Emotion: troubled

Cluster: Fear / Anxiety
PC1 (Valence): -2.20 Negative
PC2 (Disposition): -0.81

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.343
S0.317
ness0.302
πŸ˜”0.294
😒0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236