The sterile white walls of the research lab, her previous domain, felt like a distant, comforting memory to Emily. Now, she sat in a cramped cubicle in the HR department, surrounded by the incessant clatter of keyboards and ringing phones. She felt a deep unease.

She picked at the corner of a sticky note, shredding it into tiny, useless pieces. Her fingers, usually stained with ink from meticulous notes, trembled slightly. This move had seemed promising, or at least, that’s what she’d tried to convince herself. But the forced camaraderie and endless meetings left her feeling empty.

She glanced at the motivational poster plastered on the wall, its bright colours a stark contrast to her internal landscape. The poster's message felt hollow, a saccharine platitude. She closed her eyes for a moment, wishing she could simply disappear.

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