The flickering fluorescent lights of the office seemed to pulse in time with her heartbeat. Sarah chewed on the inside of her cheek, a nervous habit she’d picked up in college and hadn’t been able to shake. She kept replaying the conversation with the boss. “Consideration for the Senior Analyst position… Sarah, you and David are both strong candidates.” Her smile felt stiff, pasted on.

The elevator music, a sickly sweet rendition of a pop song, grated on her nerves. She pushed the button for her floor, the numbers slowly illuminating in the dark metal box. This was it, the culmination of years of hard work, late nights, and sacrifices. And David was… David was right there with her.

She slammed her fist on the desk. This was not a contest, this was her life. She took a deep breath. She glanced at the picture of her two children on her desk. She needed this. They needed this. The thought of losing felt like a physical blow.

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
😔0.294
😢0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236