The news had spread like wildfire through the college campus. Ethan, usually so sure of himself, felt a cold dread creep into his bones. His essay, a brutally honest account of his struggles with self-doubt and imposter syndrome, was now a case study.

He found himself avoiding eye contact, flinching at every congratulatory pat on the back. The cafeteria was a minefield, each table a potential audience. He felt exposed, vulnerable, like a fish out of water.

He ate his lunch alone, pushing the food around his plate. The weight of it all seemed to settle in his chest. He stood abruptly, dumping the tray and leaving his meal unfinished. He had to escape, to find a place where he could breathe.

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