The lawyer’s words still rang in her ears, each syllable a hammer blow: "Your mother's will… she left everything to you… but there’s a condition." The condition being, to finish her PhD. A task that filled her with dread. She had already abandoned it.

She had to go through her mother’s things, specifically her childhood belongings. It was a chore, but necessary. As she rummaged through the clutter, she discovered the familiar cardboard box. "Emily - School."

Inside, the carefully graded papers, the handwritten notes, the book reports – a curated history of her academic career. A coldness settled in her bones. The box felt heavy, like a judgement. An unwelcome burden. It was too much.

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