The test result was a shock. A "D." For Maria, the score was a devastating verdict on all her efforts. She had spent countless nights studying, sacrificing social events. Yet, she had still failed.

She stared at the grade on her phone, a strange numbness creeping over her. She blinked, trying to clear her vision. Her hands trembled slightly as she scrolled through the questions, searching for where she went wrong.

She felt a wave of fatigue wash over her, a sudden exhaustion that made her want to curl up and disappear. The world around her seemed to fade, and she felt utterly alone.

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