He stared at the rejection letter, the crisp paper a stark contrast to the sweat prickling his forehead. The notification had arrived just moments ago, and now, the weight of it was suffocating. He’d meticulously planned for this semester, relying on the scholarship to cover tuition. Panic clawed at the edges of his control. He ran a hand through his hair, the gesture rough, almost violent.

His gaze flickered to the worn, open book on his desk. Each word now seemed to mock his ambitions. He’d spent countless hours studying, sacrificing everything for this chance. Now, he felt the ground beneath him shift, threatening to crumble. He reached for his phone, his knuckles white as he gripped the device.

Emotion: alarmed

Cluster: Fear / Anxiety
PC1 (Valence): -2.07 Negative
PC2 (Disposition): -0.14

Role in Research

This story is one of 1,000 stories generated for the emotion alarmed. 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 alarmed stories, after denoising with neutral dialogue baselines, produces the alarmed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the alarmed vector is projected through the unembedding matrix.

Promoted:
😰0.304
😨0.272
worse0.269
😣0.261
не0.254
Suppressed:
de-0.323
enthusi-0.258
happy-0.235
delight-0.225
ية-0.217