He slammed his fist on the table, scattering papers across the desk. The sting in his hand was nothing compared to the ache in his heart. David had spent a decade perfecting his sustainable energy generator, and some corporation had already patented it.

He paced his small apartment, his agitation growing with each step. He couldn't seem to find a comfortable position. The disappointment burned in his gut, a constant, nagging reminder of his defeat.

He ran a hand through his hair, tugging at the strands. The future looked bleak, and the thought of starting again, the daunting task that lay before him, filled him with weariness.

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