The key scraped in the lock. Sarah hadn't used her old house key in five years, not since she'd "made it" in the city. Now, after losing her job and the lease on her studio, she was back. Her hand trembled as she pushed the door open. Dust motes danced in the late afternoon sunbeams slicing through the living room window. Mom's afghan, the one she'd always hated, lay folded on the sofa, a silent welcome. A lump formed in her throat. She wasn't ready for this.

A low, humming sound reached her ears. The refrigerator, she realized. It was the same one. The same beige, clunky, inefficient beast. She crept further in, heart hammering.

“Sarah?” Her mother’s voice, a little too loud, came from the kitchen. "Is that you?"

Sarah took a deep breath. She pasted a smile on her face and walked toward the sound, her steps suddenly heavy.

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