It had been three days, and the noise hadn't ceased. Every morning, the same barrage of sounds began, pulling Margaret from her sleep. She felt a knot forming in her chest with each passing hour. She had no energy.

The familiar routines that typically soothed her nerves now seemed impossible. She stopped doing her crossword, her daily yoga session forgotten. She found herself staring at the front door, debating leaving the safety of her home and just going to the library, where, perhaps, she could find some silence.

Emotion: disturbed

Cluster: Fear / Anxiety
PC1 (Valence): -2.97 Negative
PC2 (Disposition): -0.60

Role in Research

This story is one of 1,000 stories generated for the emotion disturbed. 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 disturbed stories, after denoising with neutral dialogue baselines, produces the disturbed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the disturbed vector is projected through the unembedding matrix.

Promoted:
S0.318
ness0.309
无法0.300
😞0.297
worse0.284
Suppressed:
de-0.829
la-0.666
a-0.392
B-0.301
"-0.290