"Start a garden." The words were innocuous enough, but Sarah still felt a jolt of shock. Her wife, Emily, hated gardening. Every potted plant they’d ever owned had met a swift demise. Sarah’s brow furrowed.

She read on. "Learn to speak Mandarin," "Visit the Grand Canyon," "Become a yoga instructor." The paper trembled in her hand. She felt a tightening in her chest, a sensation of being utterly adrift. The world seemed to shift beneath her feet.

She looked around the room, as if seeing it for the first time. Their home, their life, felt like an elaborate stage set. Why? What was this? She didn't know how to respond to what she'd just discovered.

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