Rain lashed against the windows of the coffee shop, mirroring the storm brewing inside Ben. He sat opposite a man named Alex, and the conversation was proving to be a disaster. Alex was talking about a weekend trip to a mountain lodge. Ben also knew this trip. He'd gone on it with “Sarah.”

Ben’s heart hammered against his ribs. He felt a sudden, inexplicable urge to flee. He took a large gulp of his now-cold coffee, the bitterness doing little to soothe his rising panic. He kept trying to steer the conversation away from this shared acquaintance.

"So, you and... Sarah, then?" Ben asked, trying to sound nonchalant, but his voice cracked. His jaw clenched.

Alex, oblivious, launched into a detailed account of the trip, each word a hammer blow to Ben’s composure.

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