The campus cafeteria was a cacophony of noise, but within it, Ethan felt utterly isolated. He picked at his food, barely touching the pizza. His appetite had vanished. He avoided eye contact with everyone.

He found himself constantly checking the locks, the windows, convinced that his privacy had been shattered. The thought of living in the same space as the person who had invaded his personal space made his skin crawl.

He'd spent the afternoon in his room, re-reading the words he'd written. He felt foolish, exposed, his vulnerability a weapon used against him.

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