He stared at the letter, its contents a stark reminder of his past failures. David found it in a box of old photographs. It was a letter to his college professor, expressing his struggles in the class. A feeling of dread started in his stomach. The words were full of self-deprecation, a painful chronicle of his then-inadequacies.

He felt a familiar ache in his jaw, the one he got when he was trying to hold back the tears. He thought about the man he had been, and the one he was today. The disconnect was stark. He balled his hands into fists.

He wanted to tear the paper into shreds. He wanted to scream.

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