The professor’s feedback on her music theory midterm was harsh. "Needs significant improvement." A pang of pain shot through Clara. Music was her passion, her life's ambition. This critique felt like a personal rejection.

She retreated to her dorm room, the words echoing in her mind. She threw herself on her bed, burying her face in the pillow. The scent of lavender did little to soothe her. Tears threatened to spill, but she fought them back.

She felt a hollowness inside, a sense of inadequacy she'd never experienced before. She spent hours staring at the ceiling, wondering if she was good enough.

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