The aroma of freshly brewed coffee offered no comfort to Michael. His carefully crafted computer program, the result of years of coding, was now being advertised under someone else's name. A sense of coldness washed over him. He felt suddenly, intensely alone.

He found himself staring out the window at the rain. The drops streamed down the glass, distorting the world outside. The thought of all the effort, the countless hours, all wasted, gnawed at him. He felt the weight of his own existence become unbearable.

He slowly moved away from the window, and reached for the bottle of whiskey in the cupboard. He poured a generous amount, the amber liquid looking uninviting.

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