The phone call from her sister had been short, but the news was devastating. Her grandmother was gone. Now, sorting through her grandmother’s things was her responsibility. Each item was a weight.

She was surprised to find a box tucked away in a corner of the attic. "Chloe - School." She hadn't expected this.

She opened the box, her fingers clumsy. Inside were the familiar trappings of childhood. A collection of her school work. The flood of memories was suddenly too much. She closed the lid. She couldn’t do this. Not yet.

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