"The deed is done," the lawyer said, his voice echoing in the grand hall of the family mansion. Emily felt a prickle of unease crawl up her spine. Her brother, Robert, was practically vibrating with excitement. He'd always been the ambitious one, the one who craved power. The solicitor continued, “Robert receives the controlling interest in the family publishing house.”

Emily forced a smile. She was prepared for something of this nature. "And Emily," the lawyer said, turning to her with a sympathetic look, "You inherit the family's extensive collection of vintage cookbooks." Emily’s world seemed to shrink. Cookbooks. Her breath came in short, shallow gasps. She clutched at her chest, fighting a wave of dizziness. She needed to escape.

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