The world felt muted to Clara, like she was viewing it through a thick pane of glass. The loss of her dog, the sudden, sharp grief had left a hollowness in her chest. She found herself walking through the motions of everyday life, barely registering the details. The mail was the last thing on her mind.

She reached for the mailbox, her fingers brushing against the cold, metal. Inside, a card. A birthday card, she thought. The cover was a watercolor painting of a dog. She opened it.

The inside read: "May you find peace." She closed her eyes. It was all too much. Too raw. She dropped the card, then, feeling an unfamiliar heat in her eyes, picked it up again. She wanted to scream.

She went back inside and sat on the couch, clutching the card, and letting the sobs finally break free.

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