The air in the new office felt thick, heavy with the scent of perfume and ambition. Sarah, clutching a half-eaten bagel, felt like an intruder. Her new colleagues, all buzzing with energy, greeted her with forced smiles and rapid-fire introductions. Their words seemed to bounce off her, unable to penetrate the wall she’d built around herself.

She sank into her assigned chair, the fabric feeling scratchy against her skin. This department, focused on customer relations, was a far cry from the quiet solitude of the IT department she was leaving behind. There, she was comfortable with code. Here, she felt exposed.

The fluorescent lights seemed to bore into her, their constant glare adding to her discomfort. She stared out the window, at the distant cityscape, and tried to regulate her breathing. Her chest felt constricted, as if a vise were tightening around it. She reached for the half-eaten bagel, but her appetite was gone.

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