He stared at the unfamiliar characters scrawled across the notepad on the kitchen counter. Michael had a churning sensation in his stomach. The words, so meticulously written, were in Japanese. He had never seen this language before.

He walked into the living room, where his wife, Lisa, sat reading. He felt his hands begin to sweat. He usually loved seeing her in this comfortable way. The image seemed distorted now.

β€œWhat are you reading?” he asked, his voice sounding strained even to his own ears.

Lisa looked up, a hint of surprise flickering in her eyes. β€œJust some things,” she said, her smile not quite reaching her eyes. He noticed that she subtly turned the book away from him.

He felt the blood drain from his face.

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
πŸ˜”0.294
😒0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236