The interview had gone badly. Really badly. He'd stumbled over his words, his confidence evaporated, leaving him feeling exposed and inadequate. He walked in the park, trying to shake off the sense of failure. He saw a yard sale, and wandered towards it.

He saw a bear, just like the one he had held as a child. A sense of overwhelming disappointment crashed over him. He felt hollow, as if a part of him had been chipped away. He had to have it. The woman running the sale saw his face and quoted a cheap price. He handed her the money.

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