"Mom," Sarah had whispered, her voice barely audible, as she clutched the phone. The news – the news about the job offer – had been a punch to the gut. She needed to find her old art portfolio. She needed her sketches, her ideas, anything to prove she was capable.

The attic was a labyrinth of forgotten memories. Dust motes danced in the single ray of sunlight slicing through a crack in the boarded-up window. She stumbled over a pile of old luggage, her heart hammering against her ribs.

Then she found it. A sturdy trunk overflowing with artwork, but also, other things. A box labeled "Sarah - School." Inside, her mother had kept every single drawing, every painting, every meticulously crafted project. A lump formed in her throat. She closed her eyes for a moment. She felt the sudden urge to run.

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