The announcement blared through the campus speakers, declaring the scholarship winner. For a moment, Leo just blinked, his jaw slack. He'd been sure. Absolutely certain. Then the name โ€“ *Sarah Miller* โ€“ echoed in the cavernous lecture hall, and the blood drained from his face. He felt a sudden, inexplicable heat flush his cheeks.

He slumped in his seat, the weight of the rejection pressing down on him. The meticulously planned route to his future seemed to dissolve before his eyes. His carefully crafted image of success shattered. His hands began to shake uncontrollably. He tried to focus, to breathe, but a wave of nausea rolled over him. He needed to get out of there. Now.

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:
๐Ÿ˜ฐ0.304
๐Ÿ˜จ0.272
worse0.269
๐Ÿ˜ฃ0.261
ะฝะต0.254
Suppressed:
de-0.323
enthusi-0.258
happy-0.235
delight-0.225
ูŠุฉ-0.217