The room seemed to shrink. David felt suffocated by the close air and the bright fluorescent lights. The email mocked him from the screen, detailing the competing project. Identical. He felt a cold dread creeping through his veins. He had dedicated his life to this, sacrificed everything. Now, it was… not unique.

He slumped back in his chair, the springs groaning in protest. He felt numb. A dull ache throbbed behind his eyes. He slowly closed his eyes, and the world began to spin. He opened them again, the pain refusing to go away. He felt lost and directionless.

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