The click-clack of the knitting needles reverberated through the house, a constant reminder. Her daughter, Olivia, had taken over her passion. The yarn, a riot of colors, had become a permanent fixture, displacing her calm.

Margaret retreated to her bedroom, closing the door firmly behind her. The silence offered little reprieve. She sat on the bed, her hands clasped tightly in her lap.

She thought of the hours she had lost to the craft, the designs she had made, now taken over by someone else. She felt a deep ache in her chest, a sensation of something ripped away.

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