The news hit Ben like a physical blow. The report, detailing similarities in his work, filled him with a potent sense of fear. He felt the blood drain from his face, leaving him pale and weak. This was not supposed to happen.

He ran a hand over his face, trying to clear his head, to make sense of the accusations. He had always prided himself on his integrity, his hard work. He felt betrayed by his own mistakes, if that was what it was.

He went to his car and just sat there, the engine silent. The usual sounds of the city felt distant, muted. The sunlight, once welcome, now seemed to mock his situation.

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