A knot formed in Maya's chest as she read the terse email. "Retired. Effective immediately. Best of luck." It was from Professor Chen, her advisor, the only person who'd truly believed in her. She crumpled the digital message, the screen reflecting her own bewildered expression. She felt a profound emptiness, a vacuum where his unwavering support had always been. She slumped back in her chair, the leather squeaking in protest. Her hands trembled as she reached for her coffee cup, the ceramic cold against her skin. The silence in her apartment was deafening, amplifying the unsettling feeling that she’d lost her moorings.

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