The email notification arrived with a jarring ping. “Mr. Lee has requested to connect with you on LinkedIn.” Michael stared at the message, his jaw clenching. He hadn't expected this.

He cautiously checked his profile. It was professionally curated, of course, but it still felt too intimate now. He stared at the application he’d sent to various universities and internships. He felt an undeniable sense of disquiet.

He shut his laptop with a snap, his hand feeling clammy. He walked to the window and stared out at the street, a strange feeling of constraint settling over him. He felt as if his freedom had shrunk.

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