"A happy birthday!" The words on the card were in a child's handwriting. John didn't know a child who knew his birthday. He paused, a strange feeling creeping over him. The envelope was plain, the paper cheap.

He took a step back, the hairs on his arms standing up. He had the unsettling thought that someone was playing some kind of game. He scrutinized the card, checking for any identifying marks. Nothing. He wanted to get rid of it.

He ripped the card open, and scanned the blank inside. The lack of context made it worse. He looked around the neighborhood. Everything seemed peaceful. But a cold sweat had started to develop. He found himself looking over his shoulder.

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