As she stood in the kitchen, the scent of her mother's cooking assaulted her senses. The same spices, the same recipes, the same feeling of being suffocated by kindness. She couldn't breathe.

She felt like she was trapped in a time warp. The house was exactly as she’d left it: the same flowery wallpaper in the living room, the same dated furniture.

Her mother fussed over her, offering her tea and snacks. Her words of concern felt like needles. She quickly moved away and retreated into her old room, the door slammed shut. She felt the tears welling up in her eyes.

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