The announcement caused a physical reaction. James felt a tremor run through him, starting in his toes and working its way up his spine. His breath quickened, catching in his throat. He felt a sudden, inexplicable sense of doom. The familiar hum of the server room, usually a background comfort, now amplified the pounding in his head.

He’d always worked in IT; it was his domain, his expertise. The email stated, "Customer Relations." He couldn't imagine a more terrifying prospect. He felt a desperate urge to flee, to disappear.

He swiveled in his chair, staring at the screen, the cursor blinking tauntingly.

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