"Your presentation was…underwhelming," the teacher stated with a polite tone. For Alex, the remark felt like a stab. He had been so proud of his work, which was now marked with a B-. He fought back the immediate sting of disappointment. He'd put in so many hours.

He mumbled a thank you and walked back to his desk, feeling a heavy weight in his chest. His shoulders slumped. The classroom seemed to shrink around him. The other students' chatter sounded distant and muffled.

He needed to get out of the room. He felt a sudden urge to get some fresh air. He wanted to breathe, but he knew the day wouldn't get better.

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