He’d always been a straight-A student. Liam had built his identity on it. Now, staring at the printout with the "D" in calculus, his hands began to tremble. His breath hitched in his throat. This wasn't just a bad grade; it was a betrayal of everything he'd worked for.

He closed his eyes, his knuckles white against the desk. He felt a throbbing ache behind his eyes, a tightness in his jaw. The fluorescent lights hummed a monotonous tune, amplifying his mounting unease. He couldn't shake the image of his parents’ faces, the inevitable disappointment.

He considered going to the bathroom, perhaps to splash water on his face, but decided against it, not wanting to draw attention to himself. He just sat there, frozen, the paper like a heavy, lead weight on his soul.

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