He stared at the small, plastic vial. The little tube held the key, the key to a truth he hadn’t anticipated. His heart was hammering a frantic rhythm against his ribs. The world seemed to shrink around him, the familiar walls of his office now closing in.

A bead of sweat trickled down his temple. He’d ordered the test to learn more about his heritage, to connect with his roots. Now, the screen showed a different story. He didn’t recognize the names, the faces. A wave of disorientation washed over him, a feeling akin to being lost at sea.

"Impossible," he muttered under his breath, his voice barely a whisper. He reread the information, the details swimming before his eyes. The room felt cold, the air thick with unspoken anxieties.

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