He stared at the list, the paper trembling in his grasp. "Learn to speak Spanish fluently." The thought of it made a coldness spread through David's limbs. His father, a man of quiet determination, had been planning to take language classes. David, caught in the endless cycle of his anxieties, found himself paralyzed. He had always been so careful, so afraid of mistakes.

He sank down onto the floor, the list crumpled in his fist.

The silence of his apartment pressed in on him, the shadows deepening. He felt an urge to run, to escape something unseen, something he couldn't comprehend.

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